diff --git a/client-sdks/stainless/openapi.yml b/client-sdks/stainless/openapi.yml
index 51607d92d..7c819a79e 100644
--- a/client-sdks/stainless/openapi.yml
+++ b/client-sdks/stainless/openapi.yml
@@ -6784,6 +6784,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -7171,6 +7203,38 @@ components:
             title: OpenAIResponseText
           - type: 'null'
           title: OpenAIResponseText
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         tools:
           anyOf:
           - items:
@@ -7330,6 +7394,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -11803,6 +11899,112 @@ components:
       type: object
       title: OpenAIChatCompletionUsagePromptTokensDetails
       description: Token details for prompt tokens in OpenAI chat completion usage.
+    OpenAIResponseInputToolChoiceAllowedTools:
+      properties:
+        mode:
+          type: string
+          enum:
+          - auto
+          - required
+          title: Mode
+          default: auto
+        tools:
+          items:
+            additionalProperties:
+              type: string
+            type: object
+          type: array
+          title: Tools
+        type:
+          type: string
+          const: allowed_tools
+          title: Type
+          default: allowed_tools
+      type: object
+      required:
+      - tools
+      title: OpenAIResponseInputToolChoiceAllowedTools
+      description: Constrains the tools available to the model to a pre-defined set.
+    OpenAIResponseInputToolChoiceCustomTool:
+      properties:
+        type:
+          type: string
+          const: custom
+          title: Type
+          default: custom
+        name:
+          type: string
+          title: Name
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceCustomTool
+      description: Forces the model to call a custom tool.
+    OpenAIResponseInputToolChoiceFileSearch:
+      properties:
+        type:
+          type: string
+          const: file_search
+          title: Type
+          default: file_search
+      type: object
+      title: OpenAIResponseInputToolChoiceFileSearch
+      description: Indicates that the model should use file search to generate a response.
+    OpenAIResponseInputToolChoiceFunctionTool:
+      properties:
+        name:
+          type: string
+          title: Name
+        type:
+          type: string
+          const: function
+          title: Type
+          default: function
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceFunctionTool
+      description: Forces the model to call a specific function.
+    OpenAIResponseInputToolChoiceMCPTool:
+      properties:
+        server_label:
+          type: string
+          title: Server Label
+        type:
+          type: string
+          const: mcp
+          title: Type
+          default: mcp
+        name:
+          anyOf:
+          - type: string
+          - type: 'null'
+      type: object
+      required:
+      - server_label
+      title: OpenAIResponseInputToolChoiceMCPTool
+      description: Forces the model to call a specific tool on a remote MCP server
+    OpenAIResponseInputToolChoiceMode:
+      type: string
+      enum:
+      - auto
+      - required
+      - none
+      title: OpenAIResponseInputToolChoiceMode
+    OpenAIResponseInputToolChoiceWebSearch:
+      properties:
+        type:
+          title: Type
+          default: web_search
+          type: string
+          enum:
+          - web_search
+          - web_search_preview
+          - web_search_preview_2025_03_11
+          - web_search_2025_08_26
+      type: object
+      title: OpenAIResponseInputToolChoiceWebSearch
+      description: Indicates that the model should use web search to generate a response
     OpenAIResponseMessage-Input:
       properties:
         content:
@@ -12189,6 +12391,132 @@ components:
       - $ref: '#/components/schemas/GrammarResponseFormat'
         title: GrammarResponseFormat
       title: JsonSchemaResponseFormat | GrammarResponseFormat
+    AllowedToolsConfig:
+      properties:
+        tools:
+          items:
+            additionalProperties: true
+            type: object
+          title: Tools
+          type: array
+        mode:
+          enum:
+          - auto
+          - required
+          title: Mode
+          type: string
+      required:
+      - tools
+      - mode
+      title: AllowedToolsConfig
+      type: object
+    CustomToolConfig:
+      description: Custom tool configuration for OpenAI-compatible chat completion requests.
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: CustomToolConfig
+      type: object
+    FunctionToolConfig:
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: FunctionToolConfig
+      type: object
+    OpenAIChatCompletionToolChoiceAllowedTools:
+      description: Allowed tools response format for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: allowed_tools
+          default: allowed_tools
+          title: Type
+          type: string
+        allowed_tools:
+          $ref: '#/components/schemas/AllowedToolsConfig'
+      required:
+      - allowed_tools
+      title: OpenAIChatCompletionToolChoiceAllowedTools
+      type: object
+    OpenAIChatCompletionToolChoiceCustomTool:
+      description: Custom tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: custom
+          default: custom
+          title: Type
+          type: string
+        custom:
+          $ref: '#/components/schemas/CustomToolConfig'
+      required:
+      - custom
+      title: OpenAIChatCompletionToolChoiceCustomTool
+      type: object
+    OpenAIChatCompletionToolChoiceFunctionTool:
+      description: Function tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: function
+          default: function
+          title: Type
+          type: string
+        function:
+          $ref: '#/components/schemas/FunctionToolConfig'
+      required:
+      - function
+      title: OpenAIChatCompletionToolChoiceFunctionTool
+      type: object
+    OpenAIChatCompletionToolChoice:
+      discriminator:
+        mapping:
+          allowed_tools: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+          custom: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+          function: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        propertyName: type
+      oneOf:
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+        title: OpenAIChatCompletionToolChoiceAllowedTools
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        title: OpenAIChatCompletionToolChoiceFunctionTool
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+        title: OpenAIChatCompletionToolChoiceCustomTool
+      title: OpenAIChatCompletionToolChoiceAllowedTools | OpenAIChatCompletionToolChoiceFunctionTool | OpenAIChatCompletionToolChoiceCustomTool
+    OpenAIResponseInputToolChoice:
+      anyOf:
+      - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+        title: OpenAIResponseInputToolChoiceMode
+      - discriminator:
+          mapping:
+            allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+            custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+            file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+            function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+            mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+            web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          propertyName: type
+        oneOf:
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+          title: OpenAIResponseInputToolChoiceAllowedTools
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+          title: OpenAIResponseInputToolChoiceFileSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          title: OpenAIResponseInputToolChoiceWebSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+          title: OpenAIResponseInputToolChoiceFunctionTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+          title: OpenAIResponseInputToolChoiceMCPTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+          title: OpenAIResponseInputToolChoiceCustomTool
+        title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+      title: OpenAIResponseInputToolChoiceMode
     OpenAIResponseContentPart:
       discriminator:
         mapping:
diff --git a/docs/static/deprecated-llama-stack-spec.html b/docs/static/deprecated-llama-stack-spec.html
new file mode 100644
index 000000000..d80415665
--- /dev/null
+++ b/docs/static/deprecated-llama-stack-spec.html
@@ -0,0 +1,14419 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <title>OpenAPI specification</title>
+    <link href="https://fonts.googleapis.com/css?family=Montserrat:300,400,700|Roboto:300,400,700" rel="stylesheet">
+    <script type="module" src="https://cdn.jsdelivr.net/npm/@stoplight/elements/web-components.min.js"></script>
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@stoplight/elements/styles.min.css">
+    <style>
+        body {
+            margin: 0;
+            padding: 0;
+            height: 100vh;
+        }
+
+        elements-api {
+            height: 100%;
+        }
+    </style>
+</head>
+
+<body>
+    <elements-api id="openapi-container" router="hash" layout="sidebar" hideExport="true"
+        hideInternal="true"></elements-api>
+
+    <script>
+        document.addEventListener("DOMContentLoaded", function () {
+            const spec = {
+    "openapi": "3.1.0",
+    "info": {
+        "title": "Llama Stack Specification - Deprecated APIs",
+        "version": "v1",
+        "description": "This is the specification of the Llama Stack that provides\n                a set of endpoints and their corresponding interfaces that are tailored to\n                best leverage Llama Models.\n\n**⚠️ DEPRECATED**: Legacy APIs that may be removed in future versions. Use for migration reference only."
+    },
+    "servers": [
+        {
+            "url": "http://any-hosted-llama-stack.com"
+        }
+    ],
+    "paths": {
+        "/v1/agents": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all agents.",
+                "description": "List all agents.",
+                "parameters": [
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "The index to start the pagination from.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of agents to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentCreateResponse with the agent ID.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentCreateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create an agent with the given configuration.",
+                "description": "Create an agent with the given configuration.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An Agent of the agent.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Agent"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Describe an agent by its ID.",
+                "description": "Describe an agent by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "ID of the agent.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete an agent by its ID and its associated sessions and turns.",
+                "description": "Delete an agent by its ID and its associated sessions and turns.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentSessionCreateResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentSessionCreateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a new session for an agent.",
+                "description": "Create a new session for an agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to create the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentSessionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session/{session_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Session.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Session"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent session by its ID.",
+                "description": "Retrieve an agent session by its ID.",
+                "parameters": [
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_ids",
+                        "in": "query",
+                        "description": "(Optional) List of turn IDs to filter the session by.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete an agent session by its ID and its associated turns.",
+                "description": "Delete an agent session by its ID and its associated turns.",
+                "parameters": [
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to delete the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session/{session_id}/turn": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "If stream=False, returns a Turn object. If stream=True, returns an SSE event stream of AgentTurnResponseStreamChunk.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentTurnResponseStreamChunk"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a new turn for an agent.",
+                "description": "Create a new turn for an agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to create the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to create the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentTurnRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session/{session_id}/turn/{turn_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Turn.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent turn by its ID.",
+                "description": "Retrieve an agent turn by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session/{session_id}/turn/{turn_id}/resume": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Turn object if stream is False, otherwise an AsyncIterator of AgentTurnResponseStreamChunk objects.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentTurnResponseStreamChunk"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Resume an agent turn with executed tool call responses.",
+                "description": "Resume an agent turn with executed tool call responses.\nWhen a Turn has the status `awaiting_input` due to pending input from client side tool calls, this endpoint can be used to submit the outputs from the tool calls once they are ready.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ResumeAgentTurnRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/session/{session_id}/turn/{turn_id}/step/{step_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentStepResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentStepResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent step by its ID.",
+                "description": "Retrieve an agent step by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "step_id",
+                        "in": "path",
+                        "description": "The ID of the step to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/agents/{agent_id}/sessions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all session(s) of a given agent.",
+                "description": "List all session(s) of a given agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to list sessions for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "The index to start the pagination from.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of sessions to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/datasetio/append-rows/{dataset_id}": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "DatasetIO"
+                ],
+                "summary": "Append rows to a dataset.",
+                "description": "Append rows to a dataset.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to append the rows to.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/AppendRowsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/datasetio/iterrows/{dataset_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "DatasetIO"
+                ],
+                "summary": "Get a paginated list of rows from a dataset.",
+                "description": "Get a paginated list of rows from a dataset.\nUses offset-based pagination where:\n- start_index: The starting index (0-based). If None, starts from beginning.\n- limit: Number of items to return. If None or -1, returns all items.\n\nThe response includes:\n- data: List of items for the current page.\n- has_more: Whether there are more items available after this set.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to get the rows from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "Index into dataset for the first row to get. Get all rows if None.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of rows to get.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/datasets": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListDatasetsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListDatasetsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "List all datasets.",
+                "description": "List all datasets.",
+                "parameters": [],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Dataset.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Dataset"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Register a new dataset.",
+                "description": "Register a new dataset.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterDatasetRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/datasets/{dataset_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Dataset.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Dataset"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Get a dataset by its ID.",
+                "description": "Get a dataset by its ID.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Unregister a dataset by its ID.",
+                "description": "Unregister a dataset by its ID.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListBenchmarksResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListBenchmarksResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "List all benchmarks.",
+                "description": "List all benchmarks.",
+                "parameters": [],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Register a benchmark.",
+                "description": "Register a benchmark.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterBenchmarkRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks/{benchmark_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Benchmark.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Benchmark"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Get a benchmark by its ID.",
+                "description": "Get a benchmark by its ID.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Unregister a benchmark.",
+                "description": "Unregister a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks/{benchmark_id}/evaluations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "EvaluateResponse object containing generations and scores.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/EvaluateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Evaluate a list of rows on a benchmark.",
+                "description": "Evaluate a list of rows on a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/EvaluateRowsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks/{benchmark_id}/jobs": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The job that was created to run the evaluation.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Job"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Run an evaluation on a benchmark.",
+                "description": "Run an evaluation on a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunEvalRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks/{benchmark_id}/jobs/{job_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The status of the evaluation job.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Job"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Get the status of a job.",
+                "description": "Get the status of a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to get the status of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Cancel a job.",
+                "description": "Cancel a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/eval/benchmarks/{benchmark_id}/jobs/{job_id}/result": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The result of the job.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/EvaluateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Get the result of a job.",
+                "description": "Get the result of a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to get the result of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/batches": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of batch objects.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListBatchesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "List all batches for the current user.",
+                "description": "List all batches for the current user.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for pagination; returns batches after this batch ID.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "Number of batches to return (default 20, max 100).",
+                        "required": true,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Create a new batch for processing multiple API requests.",
+                "description": "Create a new batch for processing multiple API requests.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateBatchRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Retrieve information about a specific batch.",
+                "description": "Retrieve information about a specific batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Cancel a batch that is in progress.",
+                "description": "Cancel a batch that is in progress.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/chat/completions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIChatCompletionResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIChatCompletionResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "List chat completions.",
+                "description": "List chat completions.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last chat completion to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The maximum number of chat completions to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort the chat completions by: \"asc\" or \"desc\". Defaults to \"desc\".",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIChatCompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "oneOf": [
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletion"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletionChunk"
+                                        }
+                                    ]
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create chat completions.",
+                "description": "Create chat completions.\nGenerate an OpenAI-compatible chat completion for the given messages using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIChatCompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/chat/completions/{completion_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A OpenAICompletionWithInputMessages.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletionWithInputMessages"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Get chat completion.",
+                "description": "Get chat completion.\nDescribe a chat completion by its ID.",
+                "parameters": [
+                    {
+                        "name": "completion_id",
+                        "in": "path",
+                        "description": "ID of the chat completion.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/completions": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAICompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletion"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create completion.",
+                "description": "Create completion.\nGenerate an OpenAI-compatible completion for the given prompt using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/embeddings": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIEmbeddingsResponse containing the embeddings.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIEmbeddingsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create embeddings.",
+                "description": "Create embeddings.\nGenerate OpenAI-compatible embeddings for the given input using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIEmbeddingsRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIFileResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIFileResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "List files.",
+                "description": "List files.\nReturns a list of files that belong to the user's organization.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include after=obj_foo in order to fetch the next page of the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 10,000, and the default is 10,000.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    },
+                    {
+                        "name": "purpose",
+                        "in": "query",
+                        "description": "Only return files with the given purpose.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/OpenAIFilePurpose"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject representing the uploaded file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Upload file.",
+                "description": "Upload file.\nUpload a file that can be used across various endpoints.\n\nThe file upload should be a multipart form request with:\n- file: The File object (not file name) to be uploaded.\n- purpose: The intended purpose of the uploaded file.\n- expires_after: Optional form values describing expiration for the file.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "multipart/form-data": {
+                            "schema": {
+                                "type": "object",
+                                "properties": {
+                                    "file": {
+                                        "type": "string",
+                                        "format": "binary"
+                                    },
+                                    "purpose": {
+                                        "$ref": "#/components/schemas/OpenAIFilePurpose"
+                                    },
+                                    "expires_after": {
+                                        "$ref": "#/components/schemas/ExpiresAfter"
+                                    }
+                                },
+                                "required": [
+                                    "file",
+                                    "purpose"
+                                ]
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject containing file information.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file.",
+                "description": "Retrieve file.\nReturns information about a specific file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileDeleteResponse indicating successful deletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Delete file.",
+                "description": "Delete file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The raw file content as a binary response.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Response"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file content.",
+                "description": "Retrieve file content.\nReturns the contents of the specified file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/models": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A OpenAIListModelsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIListModelsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "List models using the OpenAI API.",
+                "description": "List models using the OpenAI API.",
+                "parameters": [],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/moderations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A moderation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ModerationObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Safety"
+                ],
+                "summary": "Create moderation.",
+                "description": "Create moderation.\nClassifies if text and/or image inputs are potentially harmful.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunModerationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/responses": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all responses.",
+                "description": "List all responses.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last response to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of responses to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter responses by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort responses by when sorted by created_at ('asc' or 'desc').",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObjectStream"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a model response.",
+                "description": "Create a model response.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateOpenaiResponseRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true,
+                "x-llama-stack-extra-body-params": [
+                    {
+                        "name": "guardrails",
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "oneOf": [
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "$ref": "#/components/schemas/ResponseGuardrailSpec"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "List of guardrails to apply during response generation. Guardrails provide safety and content moderation.",
+                        "required": false
+                    }
+                ]
+            }
+        },
+        "/v1/openai/v1/responses/{response_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Get a model response.",
+                "description": "Get a model response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIDeleteResponseObject",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIDeleteResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete a response.",
+                "description": "Delete a response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/responses/{response_id}/input_items": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIResponseInputItem.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseInputItem"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List input items.",
+                "description": "List input items.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the response to retrieve input items for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "An item ID to list items after, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "An item ID to list items before, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "include",
+                        "in": "query",
+                        "description": "Additional fields to include in the response.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to return the input items in. Default is desc.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListResponse containing the list of vector stores.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector stores.",
+                "description": "Returns a list of vector stores.",
+                "parameters": [
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the created vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Creates a vector store.",
+                "description": "Creates a vector store.\nGenerate an OpenAI-compatible vector store with the given parameters.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store.",
+                "description": "Retrieves a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the updated vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store.",
+                "description": "Updates a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store.",
+                "description": "Delete a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/file_batches": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the created file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Create a vector store file batch.",
+                "description": "Create a vector store file batch.\nGenerate an OpenAI-compatible vector store file batch for the given vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to create the file batch for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreFileBatchRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieve a vector store file batch.",
+                "description": "Retrieve a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the cancelled file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Cancels a vector store file batch.",
+                "description": "Cancels a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFilesListInBatchResponse containing the list of files in the batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFilesListInBatchResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector store files in a batch.",
+                "description": "Returns a list of vector store files in a batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "Filter by file status. One of in_progress, completed, failed, cancelled.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListFilesResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListFilesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "List files in a vector store.",
+                "description": "List files in a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "(Optional) A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "(Optional) Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "(Optional) Filter by file status to only return files with the specified status.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/VectorStoreFileStatus"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the attached file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Attach a file to a vector store.",
+                "description": "Attach a file to a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to attach the file to.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiAttachFileToVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store file.",
+                "description": "Retrieves a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the updated file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store file.",
+                "description": "Updates a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreFileRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store file.",
+                "description": "Delete a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of InterleavedContent representing the file contents.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileContentsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves the contents of a vector store file.",
+                "description": "Retrieves the contents of a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/openai/v1/vector_stores/{vector_store_id}/search": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreSearchResponse containing the search results.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreSearchResponsePage"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Search for chunks in a vector store.",
+                "description": "Search for chunks in a vector store.\nSearches a vector store for relevant chunks based on a query and optional file attribute filters.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to search.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiSearchVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/job/artifacts": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJobArtifactsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJobArtifactsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get the artifacts of a training job.",
+                "description": "Get the artifacts of a training job.",
+                "parameters": [
+                    {
+                        "name": "job_uuid",
+                        "in": "query",
+                        "description": "The UUID of the job to get the artifacts of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/job/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Cancel a training job.",
+                "description": "Cancel a training job.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CancelTrainingJobRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/job/status": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJobStatusResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJobStatusResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get the status of a training job.",
+                "description": "Get the status of a training job.",
+                "parameters": [
+                    {
+                        "name": "job_uuid",
+                        "in": "query",
+                        "description": "The UUID of the job to get the status of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/jobs": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPostTrainingJobsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPostTrainingJobsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get all training jobs.",
+                "description": "Get all training jobs.",
+                "parameters": [],
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/preference-optimize": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJob.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJob"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Run preference optimization of a model.",
+                "description": "Run preference optimization of a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/PreferenceOptimizeRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        },
+        "/v1/post-training/supervised-fine-tune": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJob.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJob"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Run supervised fine-tuning of a model.",
+                "description": "Run supervised fine-tuning of a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SupervisedFineTuneRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": true
+            }
+        }
+    },
+    "jsonSchemaDialect": "https://json-schema.org/draft/2020-12/schema",
+    "components": {
+        "schemas": {
+            "Error": {
+                "type": "object",
+                "properties": {
+                    "status": {
+                        "type": "integer",
+                        "description": "HTTP status code"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Error title, a short summary of the error which is invariant for an error type"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "Error detail, a longer human-readable description of the error"
+                    },
+                    "instance": {
+                        "type": "string",
+                        "description": "(Optional) A URL which can be used to retrieve more information about the specific occurrence of the error"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "status",
+                    "title",
+                    "detail"
+                ],
+                "title": "Error",
+                "description": "Error response from the API. Roughly follows RFC 7807."
+            },
+            "PaginatedResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The list of items for the current page"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more items available after this set"
+                    },
+                    "url": {
+                        "type": "string",
+                        "description": "The URL for accessing this list"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more"
+                ],
+                "title": "PaginatedResponse",
+                "description": "A generic paginated response that follows a simple format."
+            },
+            "AgentConfig": {
+                "type": "object",
+                "properties": {
+                    "sampling_params": {
+                        "$ref": "#/components/schemas/SamplingParams"
+                    },
+                    "input_shields": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        }
+                    },
+                    "output_shields": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        }
+                    },
+                    "toolgroups": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AgentTool"
+                        }
+                    },
+                    "client_tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolDef"
+                        }
+                    },
+                    "tool_choice": {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required",
+                            "none"
+                        ],
+                        "title": "ToolChoice",
+                        "description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model.",
+                        "deprecated": true
+                    },
+                    "tool_prompt_format": {
+                        "type": "string",
+                        "enum": [
+                            "json",
+                            "function_tag",
+                            "python_list"
+                        ],
+                        "title": "ToolPromptFormat",
+                        "description": "Prompt format for calling custom / zero shot tools.",
+                        "deprecated": true
+                    },
+                    "tool_config": {
+                        "$ref": "#/components/schemas/ToolConfig"
+                    },
+                    "max_infer_iters": {
+                        "type": "integer",
+                        "default": 10
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model identifier to use for the agent"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "The system instructions for the agent"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Optional name for the agent, used in telemetry and identification"
+                    },
+                    "enable_session_persistence": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Optional flag indicating whether session data has to be persisted"
+                    },
+                    "response_format": {
+                        "$ref": "#/components/schemas/ResponseFormat",
+                        "description": "Optional response format configuration"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "instructions"
+                ],
+                "title": "AgentConfig",
+                "description": "Configuration for an agent."
+            },
+            "AgentTool": {
+                "oneOf": [
+                    {
+                        "type": "string"
+                    },
+                    {
+                        "type": "object",
+                        "properties": {
+                            "name": {
+                                "type": "string"
+                            },
+                            "args": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "name",
+                            "args"
+                        ],
+                        "title": "AgentToolGroupWithArgs"
+                    }
+                ]
+            },
+            "GrammarResponseFormat": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "json_schema",
+                            "grammar"
+                        ],
+                        "description": "Must be \"grammar\" to identify this format type",
+                        "const": "grammar",
+                        "default": "grammar"
+                    },
+                    "bnf": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The BNF grammar specification the response should conform to"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "bnf"
+                ],
+                "title": "GrammarResponseFormat",
+                "description": "Configuration for grammar-guided response generation."
+            },
+            "GreedySamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "greedy",
+                        "default": "greedy",
+                        "description": "Must be \"greedy\" to identify this sampling strategy"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "GreedySamplingStrategy",
+                "description": "Greedy sampling strategy that selects the highest probability token at each step."
+            },
+            "JsonSchemaResponseFormat": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "json_schema",
+                            "grammar"
+                        ],
+                        "description": "Must be \"json_schema\" to identify this format type",
+                        "const": "json_schema",
+                        "default": "json_schema"
+                    },
+                    "json_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "json_schema"
+                ],
+                "title": "JsonSchemaResponseFormat",
+                "description": "Configuration for JSON schema-guided response generation."
+            },
+            "ResponseFormat": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/JsonSchemaResponseFormat"
+                    },
+                    {
+                        "$ref": "#/components/schemas/GrammarResponseFormat"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "json_schema": "#/components/schemas/JsonSchemaResponseFormat",
+                        "grammar": "#/components/schemas/GrammarResponseFormat"
+                    }
+                }
+            },
+            "SamplingParams": {
+                "type": "object",
+                "properties": {
+                    "strategy": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/GreedySamplingStrategy"
+                            },
+                            {
+                                "$ref": "#/components/schemas/TopPSamplingStrategy"
+                            },
+                            {
+                                "$ref": "#/components/schemas/TopKSamplingStrategy"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "greedy": "#/components/schemas/GreedySamplingStrategy",
+                                "top_p": "#/components/schemas/TopPSamplingStrategy",
+                                "top_k": "#/components/schemas/TopKSamplingStrategy"
+                            }
+                        },
+                        "description": "The sampling strategy."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "The maximum number of tokens that can be generated in the completion. The token count of your prompt plus max_tokens cannot exceed the model's context length."
+                    },
+                    "repetition_penalty": {
+                        "type": "number",
+                        "default": 1.0,
+                        "description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics."
+                    },
+                    "stop": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "strategy"
+                ],
+                "title": "SamplingParams",
+                "description": "Sampling parameters."
+            },
+            "ToolConfig": {
+                "type": "object",
+                "properties": {
+                    "tool_choice": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "auto",
+                                    "required",
+                                    "none"
+                                ],
+                                "title": "ToolChoice",
+                                "description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model."
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "default": "auto",
+                        "description": "(Optional) Whether tool use is automatic, required, or none. Can also specify a tool name to use a specific tool. Defaults to ToolChoice.auto."
+                    },
+                    "tool_prompt_format": {
+                        "type": "string",
+                        "enum": [
+                            "json",
+                            "function_tag",
+                            "python_list"
+                        ],
+                        "description": "(Optional) Instructs the model how to format tool calls. By default, Llama Stack will attempt to use a format that is best adapted to the model. - `ToolPromptFormat.json`: The tool calls are formatted as a JSON object. - `ToolPromptFormat.function_tag`: The tool calls are enclosed in a <function=function_name> tag. - `ToolPromptFormat.python_list`: The tool calls are output as Python syntax -- a list of function calls."
+                    },
+                    "system_message_behavior": {
+                        "type": "string",
+                        "enum": [
+                            "append",
+                            "replace"
+                        ],
+                        "description": "(Optional) Config for how to override the default system prompt. - `SystemMessageBehavior.append`: Appends the provided system message to the default system prompt. - `SystemMessageBehavior.replace`: Replaces the default system prompt with the provided system message. The system message can include the string '{{function_definitions}}' to indicate where the function definitions should be inserted.",
+                        "default": "append"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ToolConfig",
+                "description": "Configuration for tool use."
+            },
+            "ToolDef": {
+                "type": "object",
+                "properties": {
+                    "toolgroup_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the tool group this tool belongs to"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the tool"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Human-readable description of what the tool does"
+                    },
+                    "input_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool inputs (MCP inputSchema)"
+                    },
+                    "output_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool outputs (MCP outputSchema)"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "ToolDef",
+                "description": "Tool definition used in runtime contexts."
+            },
+            "TopKSamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "top_k",
+                        "default": "top_k",
+                        "description": "Must be \"top_k\" to identify this sampling strategy"
+                    },
+                    "top_k": {
+                        "type": "integer",
+                        "description": "Number of top tokens to consider for sampling. Must be at least 1"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "top_k"
+                ],
+                "title": "TopKSamplingStrategy",
+                "description": "Top-k sampling strategy that restricts sampling to the k most likely tokens."
+            },
+            "TopPSamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "top_p",
+                        "default": "top_p",
+                        "description": "Must be \"top_p\" to identify this sampling strategy"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "Controls randomness in sampling. Higher values increase randomness"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "default": 0.95,
+                        "description": "Cumulative probability threshold for nucleus sampling. Defaults to 0.95"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "TopPSamplingStrategy",
+                "description": "Top-p (nucleus) sampling strategy that samples from the smallest set of tokens with cumulative probability >= p."
+            },
+            "CreateAgentRequest": {
+                "type": "object",
+                "properties": {
+                    "agent_config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "The configuration for the agent."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_config"
+                ],
+                "title": "CreateAgentRequest"
+            },
+            "AgentCreateResponse": {
+                "type": "object",
+                "properties": {
+                    "agent_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the created agent"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_id"
+                ],
+                "title": "AgentCreateResponse",
+                "description": "Response returned when creating a new agent."
+            },
+            "Agent": {
+                "type": "object",
+                "properties": {
+                    "agent_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the agent"
+                    },
+                    "agent_config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "Configuration settings for the agent"
+                    },
+                    "created_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the agent was created"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_id",
+                    "agent_config",
+                    "created_at"
+                ],
+                "title": "Agent",
+                "description": "An agent instance with configuration and metadata."
+            },
+            "CreateAgentSessionRequest": {
+                "type": "object",
+                "properties": {
+                    "session_name": {
+                        "type": "string",
+                        "description": "The name of the session to create."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_name"
+                ],
+                "title": "CreateAgentSessionRequest"
+            },
+            "AgentSessionCreateResponse": {
+                "type": "object",
+                "properties": {
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the created session"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_id"
+                ],
+                "title": "AgentSessionCreateResponse",
+                "description": "Response returned when creating a new agent session."
+            },
+            "CompletionMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the model's response"
+                    },
+                    "stop_reason": {
+                        "type": "string",
+                        "enum": [
+                            "end_of_turn",
+                            "end_of_message",
+                            "out_of_tokens"
+                        ],
+                        "description": "Reason why the model stopped generating. Options are: - `StopReason.end_of_turn`: The model finished generating the entire response. - `StopReason.end_of_message`: The model finished generating but generated a partial response -- usually, a tool call. The user may call the tool and continue the conversation with the tool's response. - `StopReason.out_of_tokens`: The model ran out of token budget."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is a ToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content",
+                    "stop_reason"
+                ],
+                "title": "CompletionMessage",
+                "description": "A message containing the model's (assistant) response in a chat conversation."
+            },
+            "ImageContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image",
+                        "default": "image",
+                        "description": "Discriminator type of the content item. Always \"image\""
+                    },
+                    "image": {
+                        "type": "object",
+                        "properties": {
+                            "url": {
+                                "$ref": "#/components/schemas/URL",
+                                "description": "A URL of the image or data URL in the format of data:image/{type};base64,{data}. Note that URL could have length limits."
+                            },
+                            "data": {
+                                "type": "string",
+                                "contentEncoding": "base64",
+                                "description": "base64 encoded image data as string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Image as a base64 encoded string or an URL"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image"
+                ],
+                "title": "ImageContentItem",
+                "description": "A image content item"
+            },
+            "InferenceStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "inference",
+                        "default": "inference"
+                    },
+                    "model_response": {
+                        "$ref": "#/components/schemas/CompletionMessage",
+                        "description": "The response from the LLM."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "model_response"
+                ],
+                "title": "InferenceStep",
+                "description": "An inference step in an agent turn."
+            },
+            "InterleavedContent": {
+                "oneOf": [
+                    {
+                        "type": "string"
+                    },
+                    {
+                        "$ref": "#/components/schemas/InterleavedContentItem"
+                    },
+                    {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/InterleavedContentItem"
+                        }
+                    }
+                ]
+            },
+            "InterleavedContentItem": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/ImageContentItem"
+                    },
+                    {
+                        "$ref": "#/components/schemas/TextContentItem"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "image": "#/components/schemas/ImageContentItem",
+                        "text": "#/components/schemas/TextContentItem"
+                    }
+                }
+            },
+            "MemoryRetrievalStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "memory_retrieval",
+                        "default": "memory_retrieval"
+                    },
+                    "vector_store_ids": {
+                        "type": "string",
+                        "description": "The IDs of the vector databases to retrieve context from."
+                    },
+                    "inserted_context": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The context retrieved from the vector databases."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "vector_store_ids",
+                    "inserted_context"
+                ],
+                "title": "MemoryRetrievalStep",
+                "description": "A memory retrieval step in an agent turn."
+            },
+            "SafetyViolation": {
+                "type": "object",
+                "properties": {
+                    "violation_level": {
+                        "$ref": "#/components/schemas/ViolationLevel",
+                        "description": "Severity level of the violation"
+                    },
+                    "user_message": {
+                        "type": "string",
+                        "description": "(Optional) Message to convey to the user about the violation"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata including specific violation codes for debugging and telemetry"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "violation_level",
+                    "metadata"
+                ],
+                "title": "SafetyViolation",
+                "description": "Details of a safety violation detected by content moderation."
+            },
+            "Session": {
+                "type": "object",
+                "properties": {
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the conversation session"
+                    },
+                    "session_name": {
+                        "type": "string",
+                        "description": "Human-readable name for the session"
+                    },
+                    "turns": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Turn"
+                        },
+                        "description": "List of all turns that have occurred in this session"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the session was created"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_id",
+                    "session_name",
+                    "turns",
+                    "started_at"
+                ],
+                "title": "Session",
+                "description": "A single session of an interaction with an Agentic System."
+            },
+            "ShieldCallStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "shield_call",
+                        "default": "shield_call"
+                    },
+                    "violation": {
+                        "$ref": "#/components/schemas/SafetyViolation",
+                        "description": "The violation from the shield call."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type"
+                ],
+                "title": "ShieldCallStep",
+                "description": "A shield call step in an agent turn."
+            },
+            "TextContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Discriminator type of the content item. Always \"text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "TextContentItem",
+                "description": "A text content item"
+            },
+            "ToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "tool_name": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "brave_search",
+                                    "wolfram_alpha",
+                                    "photogen",
+                                    "code_interpreter"
+                                ],
+                                "title": "BuiltinTool"
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ]
+                    },
+                    "arguments": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "tool_name",
+                    "arguments"
+                ],
+                "title": "ToolCall"
+            },
+            "ToolExecutionStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "tool_execution",
+                        "default": "tool_execution"
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolCall"
+                        },
+                        "description": "The tool calls to execute."
+                    },
+                    "tool_responses": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolResponse"
+                        },
+                        "description": "The tool responses from the tool calls."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "tool_calls",
+                    "tool_responses"
+                ],
+                "title": "ToolExecutionStep",
+                "description": "A tool execution step in an agent turn."
+            },
+            "ToolResponse": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "tool_name": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "brave_search",
+                                    "wolfram_alpha",
+                                    "photogen",
+                                    "code_interpreter"
+                                ],
+                                "title": "BuiltinTool"
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "description": "Name of the tool that was invoked"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The response content from the tool"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "tool_name",
+                    "content"
+                ],
+                "title": "ToolResponse",
+                "description": "Response from a tool invocation."
+            },
+            "ToolResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "call_id",
+                    "content"
+                ],
+                "title": "ToolResponseMessage",
+                "description": "A message representing the result of a tool invocation."
+            },
+            "Turn": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the turn within a session"
+                    },
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the conversation session"
+                    },
+                    "input_messages": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/UserMessage"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolResponseMessage"
+                                }
+                            ]
+                        },
+                        "description": "List of messages that initiated this turn"
+                    },
+                    "steps": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/InferenceStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolExecutionStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ShieldCallStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/MemoryRetrievalStep"
+                                }
+                            ],
+                            "discriminator": {
+                                "propertyName": "step_type",
+                                "mapping": {
+                                    "inference": "#/components/schemas/InferenceStep",
+                                    "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                    "shield_call": "#/components/schemas/ShieldCallStep",
+                                    "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                                }
+                            }
+                        },
+                        "description": "Ordered list of processing steps executed during this turn"
+                    },
+                    "output_message": {
+                        "$ref": "#/components/schemas/CompletionMessage",
+                        "description": "The model's generated response containing content and metadata"
+                    },
+                    "output_attachments": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "content": {
+                                    "oneOf": [
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/InterleavedContentItem"
+                                        },
+                                        {
+                                            "type": "array",
+                                            "items": {
+                                                "$ref": "#/components/schemas/InterleavedContentItem"
+                                            }
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/URL"
+                                        }
+                                    ],
+                                    "description": "The content of the attachment."
+                                },
+                                "mime_type": {
+                                    "type": "string",
+                                    "description": "The MIME type of the attachment."
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "content",
+                                "mime_type"
+                            ],
+                            "title": "Attachment",
+                            "description": "An attachment to an agent turn."
+                        },
+                        "description": "(Optional) Files or media attached to the agent's response"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the turn began"
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the turn finished, if completed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "session_id",
+                    "input_messages",
+                    "steps",
+                    "output_message",
+                    "started_at"
+                ],
+                "title": "Turn",
+                "description": "A single turn in an interaction with an Agentic System."
+            },
+            "URL": {
+                "type": "object",
+                "properties": {
+                    "uri": {
+                        "type": "string",
+                        "description": "The URL string pointing to the resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "uri"
+                ],
+                "title": "URL",
+                "description": "A URL reference to external content."
+            },
+            "UserMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "context": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) This field is used internally by Llama Stack to pass RAG context. This field may be removed in the API in the future."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "UserMessage",
+                "description": "A message from the user in a chat conversation."
+            },
+            "ViolationLevel": {
+                "type": "string",
+                "enum": [
+                    "info",
+                    "warn",
+                    "error"
+                ],
+                "title": "ViolationLevel",
+                "description": "Severity level of a safety violation."
+            },
+            "CreateAgentTurnRequest": {
+                "type": "object",
+                "properties": {
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/UserMessage"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolResponseMessage"
+                                }
+                            ]
+                        },
+                        "description": "List of messages to start the turn with."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) If True, generate an SSE event stream of the response. Defaults to False."
+                    },
+                    "documents": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "content": {
+                                    "oneOf": [
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/InterleavedContentItem"
+                                        },
+                                        {
+                                            "type": "array",
+                                            "items": {
+                                                "$ref": "#/components/schemas/InterleavedContentItem"
+                                            }
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/URL"
+                                        }
+                                    ],
+                                    "description": "The content of the document."
+                                },
+                                "mime_type": {
+                                    "type": "string",
+                                    "description": "The MIME type of the document."
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "content",
+                                "mime_type"
+                            ],
+                            "title": "Document",
+                            "description": "A document to be used by an agent."
+                        },
+                        "description": "(Optional) List of documents to create the turn with."
+                    },
+                    "toolgroups": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AgentTool"
+                        },
+                        "description": "(Optional) List of toolgroups to create the turn with, will be used in addition to the agent's config toolgroups for the request."
+                    },
+                    "tool_config": {
+                        "$ref": "#/components/schemas/ToolConfig",
+                        "description": "(Optional) The tool configuration to create the turn with, will be used to override the agent's tool_config."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "messages"
+                ],
+                "title": "CreateAgentTurnRequest"
+            },
+            "AgentTurnResponseEvent": {
+                "type": "object",
+                "properties": {
+                    "payload": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepStartPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepProgressPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepCompletePayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnStartPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnCompletePayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "event_type",
+                            "mapping": {
+                                "step_start": "#/components/schemas/AgentTurnResponseStepStartPayload",
+                                "step_progress": "#/components/schemas/AgentTurnResponseStepProgressPayload",
+                                "step_complete": "#/components/schemas/AgentTurnResponseStepCompletePayload",
+                                "turn_start": "#/components/schemas/AgentTurnResponseTurnStartPayload",
+                                "turn_complete": "#/components/schemas/AgentTurnResponseTurnCompletePayload",
+                                "turn_awaiting_input": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
+                            }
+                        },
+                        "description": "Event-specific payload containing event data"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "payload"
+                ],
+                "title": "AgentTurnResponseEvent",
+                "description": "An event in an agent turn response stream."
+            },
+            "AgentTurnResponseStepCompletePayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_complete",
+                        "default": "step_complete",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "step_details": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/InferenceStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolExecutionStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ShieldCallStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "step_type",
+                            "mapping": {
+                                "inference": "#/components/schemas/InferenceStep",
+                                "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                "shield_call": "#/components/schemas/ShieldCallStep",
+                                "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        },
+                        "description": "Complete details of the executed step"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id",
+                    "step_details"
+                ],
+                "title": "AgentTurnResponseStepCompletePayload",
+                "description": "Payload for step completion events in agent turn responses."
+            },
+            "AgentTurnResponseStepProgressPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_progress",
+                        "default": "step_progress",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "delta": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/TextDelta"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ImageDelta"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolCallDelta"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "text": "#/components/schemas/TextDelta",
+                                "image": "#/components/schemas/ImageDelta",
+                                "tool_call": "#/components/schemas/ToolCallDelta"
+                            }
+                        },
+                        "description": "Incremental content changes during step execution"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id",
+                    "delta"
+                ],
+                "title": "AgentTurnResponseStepProgressPayload",
+                "description": "Payload for step progress events in agent turn responses."
+            },
+            "AgentTurnResponseStepStartPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_start",
+                        "default": "step_start",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata for the step"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id"
+                ],
+                "title": "AgentTurnResponseStepStartPayload",
+                "description": "Payload for step start events in agent turn responses."
+            },
+            "AgentTurnResponseStreamChunk": {
+                "type": "object",
+                "properties": {
+                    "event": {
+                        "$ref": "#/components/schemas/AgentTurnResponseEvent",
+                        "description": "Individual event in the agent turn response stream"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event"
+                ],
+                "title": "AgentTurnResponseStreamChunk",
+                "description": "Streamed agent turn completion response."
+            },
+            "AgentTurnResponseTurnAwaitingInputPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_awaiting_input",
+                        "default": "turn_awaiting_input",
+                        "description": "Type of event being reported"
+                    },
+                    "turn": {
+                        "$ref": "#/components/schemas/Turn",
+                        "description": "Turn data when waiting for external tool responses"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn"
+                ],
+                "title": "AgentTurnResponseTurnAwaitingInputPayload",
+                "description": "Payload for turn awaiting input events in agent turn responses."
+            },
+            "AgentTurnResponseTurnCompletePayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_complete",
+                        "default": "turn_complete",
+                        "description": "Type of event being reported"
+                    },
+                    "turn": {
+                        "$ref": "#/components/schemas/Turn",
+                        "description": "Complete turn data including all steps and results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn"
+                ],
+                "title": "AgentTurnResponseTurnCompletePayload",
+                "description": "Payload for turn completion events in agent turn responses."
+            },
+            "AgentTurnResponseTurnStartPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_start",
+                        "default": "turn_start",
+                        "description": "Type of event being reported"
+                    },
+                    "turn_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the turn within a session"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn_id"
+                ],
+                "title": "AgentTurnResponseTurnStartPayload",
+                "description": "Payload for turn start events in agent turn responses."
+            },
+            "ImageDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image",
+                        "default": "image",
+                        "description": "Discriminator type of the delta. Always \"image\""
+                    },
+                    "image": {
+                        "type": "string",
+                        "contentEncoding": "base64",
+                        "description": "The incremental image data as bytes"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image"
+                ],
+                "title": "ImageDelta",
+                "description": "An image content delta for streaming responses."
+            },
+            "TextDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Discriminator type of the delta. Always \"text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The incremental text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "TextDelta",
+                "description": "A text content delta for streaming responses."
+            },
+            "ToolCallDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "tool_call",
+                        "default": "tool_call",
+                        "description": "Discriminator type of the delta. Always \"tool_call\""
+                    },
+                    "tool_call": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolCall"
+                            }
+                        ],
+                        "description": "Either an in-progress tool call string or the final parsed tool call"
+                    },
+                    "parse_status": {
+                        "type": "string",
+                        "enum": [
+                            "started",
+                            "in_progress",
+                            "failed",
+                            "succeeded"
+                        ],
+                        "description": "Current parsing status of the tool call"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "tool_call",
+                    "parse_status"
+                ],
+                "title": "ToolCallDelta",
+                "description": "A tool call content delta for streaming responses."
+            },
+            "ResumeAgentTurnRequest": {
+                "type": "object",
+                "properties": {
+                    "tool_responses": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolResponse"
+                        },
+                        "description": "The tool call responses to resume the turn with."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "Whether to stream the response."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "tool_responses"
+                ],
+                "title": "ResumeAgentTurnRequest"
+            },
+            "AgentStepResponse": {
+                "type": "object",
+                "properties": {
+                    "step": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/InferenceStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolExecutionStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ShieldCallStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "step_type",
+                            "mapping": {
+                                "inference": "#/components/schemas/InferenceStep",
+                                "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                "shield_call": "#/components/schemas/ShieldCallStep",
+                                "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        },
+                        "description": "The complete step data and execution details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "step"
+                ],
+                "title": "AgentStepResponse",
+                "description": "Response containing details of a specific agent step."
+            },
+            "AppendRowsRequest": {
+                "type": "object",
+                "properties": {
+                    "rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to append to the dataset."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "rows"
+                ],
+                "title": "AppendRowsRequest"
+            },
+            "Dataset": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "dataset",
+                        "default": "dataset",
+                        "description": "Type of resource, always 'dataset' for datasets"
+                    },
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "post-training/messages",
+                            "eval/question-answer",
+                            "eval/messages-answer"
+                        ],
+                        "description": "Purpose of the dataset indicating its intended use"
+                    },
+                    "source": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/URIDataSource"
+                            },
+                            {
+                                "$ref": "#/components/schemas/RowsDataSource"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "uri": "#/components/schemas/URIDataSource",
+                                "rows": "#/components/schemas/RowsDataSource"
+                            }
+                        },
+                        "description": "Data source configuration for the dataset"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata for the dataset"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "purpose",
+                    "source",
+                    "metadata"
+                ],
+                "title": "Dataset",
+                "description": "Dataset resource for storing and accessing training or evaluation data."
+            },
+            "RowsDataSource": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "rows",
+                        "default": "rows"
+                    },
+                    "rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The dataset is stored in rows. E.g. - [ {\"messages\": [{\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}]} ]"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "rows"
+                ],
+                "title": "RowsDataSource",
+                "description": "A dataset stored in rows."
+            },
+            "URIDataSource": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "uri",
+                        "default": "uri"
+                    },
+                    "uri": {
+                        "type": "string",
+                        "description": "The dataset can be obtained from a URI. E.g. - \"https://mywebsite.com/mydata.jsonl\" - \"lsfs://mydata.jsonl\" - \"data:csv;base64,{base64_content}\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "uri"
+                ],
+                "title": "URIDataSource",
+                "description": "A dataset that can be obtained from a URI."
+            },
+            "ListDatasetsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Dataset"
+                        },
+                        "description": "List of datasets"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListDatasetsResponse",
+                "description": "Response from listing datasets."
+            },
+            "DataSource": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/URIDataSource"
+                    },
+                    {
+                        "$ref": "#/components/schemas/RowsDataSource"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "uri": "#/components/schemas/URIDataSource",
+                        "rows": "#/components/schemas/RowsDataSource"
+                    }
+                }
+            },
+            "RegisterDatasetRequest": {
+                "type": "object",
+                "properties": {
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "post-training/messages",
+                            "eval/question-answer",
+                            "eval/messages-answer"
+                        ],
+                        "description": "The purpose of the dataset. One of: - \"post-training/messages\": The dataset contains a messages column with list of messages for post-training. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } - \"eval/question-answer\": The dataset contains a question column and an answer column for evaluation. { \"question\": \"What is the capital of France?\", \"answer\": \"Paris\" } - \"eval/messages-answer\": The dataset contains a messages column with list of messages and an answer column for evaluation. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, my name is John Doe.\"}, {\"role\": \"assistant\", \"content\": \"Hello, John Doe. How can I help you today?\"}, {\"role\": \"user\", \"content\": \"What's my name?\"}, ], \"answer\": \"John Doe\" }"
+                    },
+                    "source": {
+                        "$ref": "#/components/schemas/DataSource",
+                        "description": "The data source of the dataset. Ensure that the data source schema is compatible with the purpose of the dataset. Examples: - { \"type\": \"uri\", \"uri\": \"https://mywebsite.com/mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"lsfs://mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"data:csv;base64,{base64_content}\" } - { \"type\": \"uri\", \"uri\": \"huggingface://llamastack/simpleqa?split=train\" } - { \"type\": \"rows\", \"rows\": [ { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } ] }"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The metadata for the dataset. - E.g. {\"description\": \"My dataset\"}."
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset. If not provided, an ID will be generated."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "purpose",
+                    "source"
+                ],
+                "title": "RegisterDatasetRequest"
+            },
+            "Benchmark": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "benchmark",
+                        "default": "benchmark",
+                        "description": "The resource type, always benchmark"
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "Identifier of the dataset to use for the benchmark evaluation"
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of scoring function identifiers to apply during evaluation"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Metadata for this evaluation task"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "dataset_id",
+                    "scoring_functions",
+                    "metadata"
+                ],
+                "title": "Benchmark",
+                "description": "A benchmark resource for evaluating model performance."
+            },
+            "ListBenchmarksResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Benchmark"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListBenchmarksResponse"
+            },
+            "RegisterBenchmarkRequest": {
+                "type": "object",
+                "properties": {
+                    "benchmark_id": {
+                        "type": "string",
+                        "description": "The ID of the benchmark to register."
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset to use for the benchmark."
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "The scoring functions to use for the benchmark."
+                    },
+                    "provider_benchmark_id": {
+                        "type": "string",
+                        "description": "The ID of the provider benchmark to use for the benchmark."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the benchmark."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The metadata to use for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "benchmark_id",
+                    "dataset_id",
+                    "scoring_functions"
+                ],
+                "title": "RegisterBenchmarkRequest"
+            },
+            "AgentCandidate": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "agent",
+                        "default": "agent"
+                    },
+                    "config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "The configuration for the agent candidate."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "config"
+                ],
+                "title": "AgentCandidate",
+                "description": "An agent candidate for evaluation."
+            },
+            "AggregationFunctionType": {
+                "type": "string",
+                "enum": [
+                    "average",
+                    "weighted_average",
+                    "median",
+                    "categorical_count",
+                    "accuracy"
+                ],
+                "title": "AggregationFunctionType",
+                "description": "Types of aggregation functions for scoring results."
+            },
+            "BasicScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "basic",
+                        "default": "basic",
+                        "description": "The type of scoring function parameters, always basic"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "aggregation_functions"
+                ],
+                "title": "BasicScoringFnParams",
+                "description": "Parameters for basic scoring function configuration."
+            },
+            "BenchmarkConfig": {
+                "type": "object",
+                "properties": {
+                    "eval_candidate": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/ModelCandidate"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentCandidate"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "model": "#/components/schemas/ModelCandidate",
+                                "agent": "#/components/schemas/AgentCandidate"
+                            }
+                        },
+                        "description": "The candidate to evaluate."
+                    },
+                    "scoring_params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringFnParams"
+                        },
+                        "description": "Map between scoring function id and parameters for each scoring function you want to run"
+                    },
+                    "num_examples": {
+                        "type": "integer",
+                        "description": "(Optional) The number of examples to evaluate. If not provided, all examples in the dataset will be evaluated"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "eval_candidate",
+                    "scoring_params"
+                ],
+                "title": "BenchmarkConfig",
+                "description": "A benchmark configuration for evaluation."
+            },
+            "LLMAsJudgeScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "llm_as_judge",
+                        "default": "llm_as_judge",
+                        "description": "The type of scoring function parameters, always llm_as_judge"
+                    },
+                    "judge_model": {
+                        "type": "string",
+                        "description": "Identifier of the LLM model to use as a judge for scoring"
+                    },
+                    "prompt_template": {
+                        "type": "string",
+                        "description": "(Optional) Custom prompt template for the judge model"
+                    },
+                    "judge_score_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regexes to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "judge_model",
+                    "judge_score_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "LLMAsJudgeScoringFnParams",
+                "description": "Parameters for LLM-as-judge scoring function configuration."
+            },
+            "ModelCandidate": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "model",
+                        "default": "model"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model ID to evaluate."
+                    },
+                    "sampling_params": {
+                        "$ref": "#/components/schemas/SamplingParams",
+                        "description": "The sampling parameters for the model."
+                    },
+                    "system_message": {
+                        "$ref": "#/components/schemas/SystemMessage",
+                        "description": "(Optional) The system message providing instructions or context to the model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "model",
+                    "sampling_params"
+                ],
+                "title": "ModelCandidate",
+                "description": "A model candidate for evaluation."
+            },
+            "RegexParserScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "regex_parser",
+                        "default": "regex_parser",
+                        "description": "The type of scoring function parameters, always regex_parser"
+                    },
+                    "parsing_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regex to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "parsing_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "RegexParserScoringFnParams",
+                "description": "Parameters for regex parser scoring function configuration."
+            },
+            "ScoringFnParams": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/LLMAsJudgeScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/RegexParserScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/BasicScoringFnParams"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "llm_as_judge": "#/components/schemas/LLMAsJudgeScoringFnParams",
+                        "regex_parser": "#/components/schemas/RegexParserScoringFnParams",
+                        "basic": "#/components/schemas/BasicScoringFnParams"
+                    }
+                }
+            },
+            "ScoringFnParamsType": {
+                "type": "string",
+                "enum": [
+                    "llm_as_judge",
+                    "regex_parser",
+                    "basic"
+                ],
+                "title": "ScoringFnParamsType",
+                "description": "Types of scoring function parameter configurations."
+            },
+            "SystemMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "SystemMessage",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "EvaluateRowsRequest": {
+                "type": "object",
+                "properties": {
+                    "input_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to evaluate."
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "The scoring functions to use for the evaluation."
+                    },
+                    "benchmark_config": {
+                        "$ref": "#/components/schemas/BenchmarkConfig",
+                        "description": "The configuration for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_rows",
+                    "scoring_functions",
+                    "benchmark_config"
+                ],
+                "title": "EvaluateRowsRequest"
+            },
+            "EvaluateResponse": {
+                "type": "object",
+                "properties": {
+                    "generations": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The generations from the evaluation."
+                    },
+                    "scores": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "The scores from the evaluation."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "generations",
+                    "scores"
+                ],
+                "title": "EvaluateResponse",
+                "description": "The response from an evaluation."
+            },
+            "ScoringResult": {
+                "type": "object",
+                "properties": {
+                    "score_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The scoring result for each row. Each row is a map of column name to value."
+                    },
+                    "aggregated_results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Map of metric name to aggregated value"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "score_rows",
+                    "aggregated_results"
+                ],
+                "title": "ScoringResult",
+                "description": "A scoring result for a single row."
+            },
+            "RunEvalRequest": {
+                "type": "object",
+                "properties": {
+                    "benchmark_config": {
+                        "$ref": "#/components/schemas/BenchmarkConfig",
+                        "description": "The configuration for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "benchmark_config"
+                ],
+                "title": "RunEvalRequest"
+            },
+            "Job": {
+                "type": "object",
+                "properties": {
+                    "job_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the job"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "completed",
+                            "in_progress",
+                            "failed",
+                            "scheduled",
+                            "cancelled"
+                        ],
+                        "description": "Current execution status of the job"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_id",
+                    "status"
+                ],
+                "title": "Job",
+                "description": "A job execution instance with status tracking."
+            },
+            "ListBatchesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string"
+                                },
+                                "completion_window": {
+                                    "type": "string"
+                                },
+                                "created_at": {
+                                    "type": "integer"
+                                },
+                                "endpoint": {
+                                    "type": "string"
+                                },
+                                "input_file_id": {
+                                    "type": "string"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "batch"
+                                },
+                                "status": {
+                                    "type": "string",
+                                    "enum": [
+                                        "validating",
+                                        "failed",
+                                        "in_progress",
+                                        "finalizing",
+                                        "completed",
+                                        "expired",
+                                        "cancelling",
+                                        "cancelled"
+                                    ]
+                                },
+                                "cancelled_at": {
+                                    "type": "integer"
+                                },
+                                "cancelling_at": {
+                                    "type": "integer"
+                                },
+                                "completed_at": {
+                                    "type": "integer"
+                                },
+                                "error_file_id": {
+                                    "type": "string"
+                                },
+                                "errors": {
+                                    "type": "object",
+                                    "properties": {
+                                        "data": {
+                                            "type": "array",
+                                            "items": {
+                                                "type": "object",
+                                                "properties": {
+                                                    "code": {
+                                                        "type": "string"
+                                                    },
+                                                    "line": {
+                                                        "type": "integer"
+                                                    },
+                                                    "message": {
+                                                        "type": "string"
+                                                    },
+                                                    "param": {
+                                                        "type": "string"
+                                                    }
+                                                },
+                                                "additionalProperties": false,
+                                                "title": "BatchError"
+                                            }
+                                        },
+                                        "object": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "Errors"
+                                },
+                                "expired_at": {
+                                    "type": "integer"
+                                },
+                                "expires_at": {
+                                    "type": "integer"
+                                },
+                                "failed_at": {
+                                    "type": "integer"
+                                },
+                                "finalizing_at": {
+                                    "type": "integer"
+                                },
+                                "in_progress_at": {
+                                    "type": "integer"
+                                },
+                                "metadata": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "type": "string"
+                                    }
+                                },
+                                "model": {
+                                    "type": "string"
+                                },
+                                "output_file_id": {
+                                    "type": "string"
+                                },
+                                "request_counts": {
+                                    "type": "object",
+                                    "properties": {
+                                        "completed": {
+                                            "type": "integer"
+                                        },
+                                        "failed": {
+                                            "type": "integer"
+                                        },
+                                        "total": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "completed",
+                                        "failed",
+                                        "total"
+                                    ],
+                                    "title": "BatchRequestCounts"
+                                },
+                                "usage": {
+                                    "type": "object",
+                                    "properties": {
+                                        "input_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "input_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "cached_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "cached_tokens"
+                                            ],
+                                            "title": "InputTokensDetails"
+                                        },
+                                        "output_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "output_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "reasoning_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "reasoning_tokens"
+                                            ],
+                                            "title": "OutputTokensDetails"
+                                        },
+                                        "total_tokens": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "input_tokens",
+                                        "input_tokens_details",
+                                        "output_tokens",
+                                        "output_tokens_details",
+                                        "total_tokens"
+                                    ],
+                                    "title": "BatchUsage"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "completion_window",
+                                "created_at",
+                                "endpoint",
+                                "input_file_id",
+                                "object",
+                                "status"
+                            ],
+                            "title": "Batch"
+                        }
+                    },
+                    "first_id": {
+                        "type": "string"
+                    },
+                    "last_id": {
+                        "type": "string"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "ListBatchesResponse",
+                "description": "Response containing a list of batch objects."
+            },
+            "CreateBatchRequest": {
+                "type": "object",
+                "properties": {
+                    "input_file_id": {
+                        "type": "string",
+                        "description": "The ID of an uploaded file containing requests for the batch."
+                    },
+                    "endpoint": {
+                        "type": "string",
+                        "description": "The endpoint to be used for all requests in the batch."
+                    },
+                    "completion_window": {
+                        "type": "string",
+                        "const": "24h",
+                        "description": "The time window within which the batch should be processed."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Optional metadata for the batch."
+                    },
+                    "idempotency_key": {
+                        "type": "string",
+                        "description": "Optional idempotency key. When provided, enables idempotent behavior."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_file_id",
+                    "endpoint",
+                    "completion_window"
+                ],
+                "title": "CreateBatchRequest"
+            },
+            "Batch": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "completion_window": {
+                        "type": "string"
+                    },
+                    "created_at": {
+                        "type": "integer"
+                    },
+                    "endpoint": {
+                        "type": "string"
+                    },
+                    "input_file_id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "batch"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "validating",
+                            "failed",
+                            "in_progress",
+                            "finalizing",
+                            "completed",
+                            "expired",
+                            "cancelling",
+                            "cancelled"
+                        ]
+                    },
+                    "cancelled_at": {
+                        "type": "integer"
+                    },
+                    "cancelling_at": {
+                        "type": "integer"
+                    },
+                    "completed_at": {
+                        "type": "integer"
+                    },
+                    "error_file_id": {
+                        "type": "string"
+                    },
+                    "errors": {
+                        "type": "object",
+                        "properties": {
+                            "data": {
+                                "type": "array",
+                                "items": {
+                                    "type": "object",
+                                    "properties": {
+                                        "code": {
+                                            "type": "string"
+                                        },
+                                        "line": {
+                                            "type": "integer"
+                                        },
+                                        "message": {
+                                            "type": "string"
+                                        },
+                                        "param": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "BatchError"
+                                }
+                            },
+                            "object": {
+                                "type": "string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "Errors"
+                    },
+                    "expired_at": {
+                        "type": "integer"
+                    },
+                    "expires_at": {
+                        "type": "integer"
+                    },
+                    "failed_at": {
+                        "type": "integer"
+                    },
+                    "finalizing_at": {
+                        "type": "integer"
+                    },
+                    "in_progress_at": {
+                        "type": "integer"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        }
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "output_file_id": {
+                        "type": "string"
+                    },
+                    "request_counts": {
+                        "type": "object",
+                        "properties": {
+                            "completed": {
+                                "type": "integer"
+                            },
+                            "failed": {
+                                "type": "integer"
+                            },
+                            "total": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "completed",
+                            "failed",
+                            "total"
+                        ],
+                        "title": "BatchRequestCounts"
+                    },
+                    "usage": {
+                        "type": "object",
+                        "properties": {
+                            "input_tokens": {
+                                "type": "integer"
+                            },
+                            "input_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "cached_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "cached_tokens"
+                                ],
+                                "title": "InputTokensDetails"
+                            },
+                            "output_tokens": {
+                                "type": "integer"
+                            },
+                            "output_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "reasoning_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "reasoning_tokens"
+                                ],
+                                "title": "OutputTokensDetails"
+                            },
+                            "total_tokens": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "input_tokens",
+                            "input_tokens_details",
+                            "output_tokens",
+                            "output_tokens_details",
+                            "total_tokens"
+                        ],
+                        "title": "BatchUsage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "completion_window",
+                    "created_at",
+                    "endpoint",
+                    "input_file_id",
+                    "object",
+                    "status"
+                ],
+                "title": "Batch"
+            },
+            "Order": {
+                "type": "string",
+                "enum": [
+                    "asc",
+                    "desc"
+                ],
+                "title": "Order",
+                "description": "Sort order for paginated responses."
+            },
+            "ListOpenAIChatCompletionResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string",
+                                    "description": "The ID of the chat completion"
+                                },
+                                "choices": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIChoice"
+                                    },
+                                    "description": "List of choices"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "chat.completion",
+                                    "default": "chat.completion",
+                                    "description": "The object type, which will be \"chat.completion\""
+                                },
+                                "created": {
+                                    "type": "integer",
+                                    "description": "The Unix timestamp in seconds when the chat completion was created"
+                                },
+                                "model": {
+                                    "type": "string",
+                                    "description": "The model that was used to generate the chat completion"
+                                },
+                                "usage": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                                    "description": "Token usage information for the completion"
+                                },
+                                "input_messages": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIMessageParam"
+                                    }
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "choices",
+                                "object",
+                                "created",
+                                "model",
+                                "input_messages"
+                            ],
+                            "title": "OpenAICompletionWithInputMessages"
+                        },
+                        "description": "List of chat completion objects with their input messages"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more completions available beyond this list"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first completion in this list"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last completion in this list"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Must be \"list\" to identify this as a list response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIChatCompletionResponse",
+                "description": "Response from listing OpenAI-compatible chat completions."
+            },
+            "OpenAIAssistantMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the model's response"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the assistant message participant."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is an OpenAIChatCompletionToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role"
+                ],
+                "title": "OpenAIAssistantMessageParam",
+                "description": "A message containing the model's (assistant) response in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionContentPartImageParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image_url",
+                        "default": "image_url",
+                        "description": "Must be \"image_url\" to identify this as image content"
+                    },
+                    "image_url": {
+                        "$ref": "#/components/schemas/OpenAIImageURL",
+                        "description": "Image URL specification and processing details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image_url"
+                ],
+                "title": "OpenAIChatCompletionContentPartImageParam",
+                "description": "Image content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionContentPartParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIChatCompletionContentPartTextParam",
+                        "image_url": "#/components/schemas/OpenAIChatCompletionContentPartImageParam",
+                        "file": "#/components/schemas/OpenAIFile"
+                    }
+                }
+            },
+            "OpenAIChatCompletionContentPartTextParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to identify this as text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIChatCompletionContentPartTextParam",
+                "description": "Text content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionToolCall": {
+                "type": "object",
+                "properties": {
+                    "index": {
+                        "type": "integer",
+                        "description": "(Optional) Index of the tool call in the list"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Unique identifier for the tool call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Must be \"function\" to identify this as a function call"
+                    },
+                    "function": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionToolCallFunction",
+                        "description": "(Optional) Function call details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIChatCompletionToolCall",
+                "description": "Tool call specification for OpenAI-compatible chat completion responses."
+            },
+            "OpenAIChatCompletionToolCallFunction": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the function to call"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "(Optional) Arguments to pass to the function as a JSON string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChatCompletionToolCallFunction",
+                "description": "Function call details for OpenAI-compatible tool calls."
+            },
+            "OpenAIChatCompletionUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the prompt"
+                    },
+                    "completion_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the completion"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (prompt + completion)"
+                    },
+                    "prompt_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsagePromptTokensDetails",
+                        "description": "Token details for prompt tokens in OpenAI chat completion usage."
+                    },
+                    "completion_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsageCompletionTokensDetails",
+                        "description": "Token details for output tokens in OpenAI chat completion usage."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "completion_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIChatCompletionUsage",
+                "description": "Usage information for OpenAI chat completion."
+            },
+            "OpenAIChoice": {
+                "type": "object",
+                "properties": {
+                    "message": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "role",
+                            "mapping": {
+                                "user": "#/components/schemas/OpenAIUserMessageParam",
+                                "system": "#/components/schemas/OpenAISystemMessageParam",
+                                "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                                "tool": "#/components/schemas/OpenAIToolMessageParam",
+                                "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        },
+                        "description": "The message from the model"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "message",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChoice",
+                "description": "A choice from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIChoiceLogprobs": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    },
+                    "refusal": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceLogprobs",
+                "description": "The log probabilities for the tokens in the message from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIDeveloperMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "developer",
+                        "default": "developer",
+                        "description": "Must be \"developer\" to identify this as a developer message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the developer message"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the developer message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIDeveloperMessageParam",
+                "description": "A message from the developer in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file"
+                    },
+                    "file": {
+                        "$ref": "#/components/schemas/OpenAIFileFile"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file"
+                ],
+                "title": "OpenAIFile"
+            },
+            "OpenAIFileFile": {
+                "type": "object",
+                "properties": {
+                    "file_data": {
+                        "type": "string"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIFileFile"
+            },
+            "OpenAIImageURL": {
+                "type": "object",
+                "properties": {
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the image to include in the message"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "(Optional) Level of detail for image processing. Can be \"low\", \"high\", or \"auto\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "url"
+                ],
+                "title": "OpenAIImageURL",
+                "description": "Image URL specification for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIMessageParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "role",
+                    "mapping": {
+                        "user": "#/components/schemas/OpenAIUserMessageParam",
+                        "system": "#/components/schemas/OpenAISystemMessageParam",
+                        "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                        "tool": "#/components/schemas/OpenAIToolMessageParam",
+                        "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                }
+            },
+            "OpenAISystemMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the system message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAISystemMessageParam",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "OpenAITokenLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    },
+                    "top_logprobs": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITopLogProb"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob",
+                    "top_logprobs"
+                ],
+                "title": "OpenAITokenLogProb",
+                "description": "The log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIToolMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "tool_call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "tool_call_id",
+                    "content"
+                ],
+                "title": "OpenAIToolMessageParam",
+                "description": "A message representing the result of a tool invocation in an OpenAI-compatible chat completion request."
+            },
+            "OpenAITopLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob"
+                ],
+                "title": "OpenAITopLogProb",
+                "description": "The top log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIUserMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the user message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIUserMessageParam",
+                "description": "A message from the user in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the schema"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of the schema"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict adherence to the schema"
+                    },
+                    "schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The JSON schema definition"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "OpenAIJSONSchema",
+                "description": "JSON schema specification for OpenAI-compatible structured response format."
+            },
+            "OpenAIResponseFormatJSONObject": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_object",
+                        "default": "json_object",
+                        "description": "Must be \"json_object\" to indicate generic JSON object response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatJSONObject",
+                "description": "JSON object response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_schema",
+                        "default": "json_schema",
+                        "description": "Must be \"json_schema\" to indicate structured JSON response format"
+                    },
+                    "json_schema": {
+                        "$ref": "#/components/schemas/OpenAIJSONSchema",
+                        "description": "The JSON schema specification for the response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "json_schema"
+                ],
+                "title": "OpenAIResponseFormatJSONSchema",
+                "description": "JSON schema response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONSchema"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIResponseFormatText",
+                        "json_schema": "#/components/schemas/OpenAIResponseFormatJSONSchema",
+                        "json_object": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                }
+            },
+            "OpenAIResponseFormatText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to indicate plain text response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatText",
+                "description": "Text response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIChatCompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        },
+                        "description": "List of messages in the conversation."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "function_call": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The function call to use."
+                    },
+                    "functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) List of functions to use."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_completion_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to parallelize tool calls."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "response_format": {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatParam",
+                        "description": "(Optional) The response format to use."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "tool_choice": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The tool choice to use."
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) The tools to use."
+                    },
+                    "top_logprobs": {
+                        "type": "integer",
+                        "description": "(Optional) The top log probabilities to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "messages"
+                ],
+                "title": "OpenAIChatCompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible chat completion endpoint."
+            },
+            "OpenAIChatCompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletion",
+                "description": "Response from an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionChunk": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChunkChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion.chunk",
+                        "default": "chat.completion.chunk",
+                        "description": "The object type, which will be \"chat.completion.chunk\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information (typically included in final chunk with stream_options)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletionChunk",
+                "description": "Chunk from a streaming response to an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChoiceDelta": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "string",
+                        "description": "(Optional) The content of the delta"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "(Optional) The refusal of the delta"
+                    },
+                    "role": {
+                        "type": "string",
+                        "description": "(Optional) The role of the delta"
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "(Optional) The tool calls of the delta"
+                    },
+                    "reasoning_content": {
+                        "type": "string",
+                        "description": "(Optional) The reasoning content from the model (non-standard, for o1/o3 models)"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceDelta",
+                "description": "A delta from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAIChunkChoice": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "$ref": "#/components/schemas/OpenAIChoiceDelta",
+                        "description": "The delta from the chunk"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChunkChoice",
+                "description": "A chunk choice from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAICompletionWithInputMessages": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    },
+                    "input_messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model",
+                    "input_messages"
+                ],
+                "title": "OpenAICompletionWithInputMessages"
+            },
+            "OpenAICompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "prompt": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "integer"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "array",
+                                    "items": {
+                                        "type": "integer"
+                                    }
+                                }
+                            }
+                        ],
+                        "description": "The prompt to generate a completion for."
+                    },
+                    "best_of": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "echo": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to echo the prompt."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    },
+                    "suffix": {
+                        "type": "string",
+                        "description": "(Optional) The suffix that should be appended to the completion."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "prompt"
+                ],
+                "title": "OpenAICompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible completion endpoint."
+            },
+            "OpenAICompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAICompletionChoice"
+                        }
+                    },
+                    "created": {
+                        "type": "integer"
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "text_completion",
+                        "default": "text_completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "created",
+                    "model",
+                    "object"
+                ],
+                "title": "OpenAICompletion",
+                "description": "Response from an OpenAI-compatible completion request."
+            },
+            "OpenAICompletionChoice": {
+                "type": "object",
+                "properties": {
+                    "finish_reason": {
+                        "type": "string"
+                    },
+                    "text": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "finish_reason",
+                    "text",
+                    "index"
+                ],
+                "title": "OpenAICompletionChoice",
+                "description": "A choice from an OpenAI-compatible completion response."
+            },
+            "OpenAIEmbeddingsRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be an embedding model registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input text to embed, encoded as a string or array of strings. To embed multiple inputs in a single request, pass an array of strings."
+                    },
+                    "encoding_format": {
+                        "type": "string",
+                        "default": "float",
+                        "description": "(Optional) The format to return the embeddings in. Can be either \"float\" or \"base64\". Defaults to \"float\"."
+                    },
+                    "dimensions": {
+                        "type": "integer",
+                        "description": "(Optional) The number of dimensions the resulting output embeddings should have. Only supported in text-embedding-3 and later models."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "input"
+                ],
+                "title": "OpenAIEmbeddingsRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible embeddings endpoint."
+            },
+            "OpenAIEmbeddingData": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "embedding",
+                        "default": "embedding",
+                        "description": "The object type, which will be \"embedding\""
+                    },
+                    "embedding": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "number"
+                                }
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "description": "The embedding vector as a list of floats (when encoding_format=\"float\") or as a base64-encoded string (when encoding_format=\"base64\")"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the embedding in the input list"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "embedding",
+                    "index"
+                ],
+                "title": "OpenAIEmbeddingData",
+                "description": "A single embedding data object from an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "The number of tokens in the input"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "The total number of tokens used"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIEmbeddingUsage",
+                "description": "Usage information for an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingsResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which will be \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIEmbeddingData"
+                        },
+                        "description": "List of embedding data objects"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the embeddings"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIEmbeddingUsage",
+                        "description": "Usage information"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "model",
+                    "usage"
+                ],
+                "title": "OpenAIEmbeddingsResponse",
+                "description": "Response from an OpenAI-compatible embeddings request."
+            },
+            "OpenAIFilePurpose": {
+                "type": "string",
+                "enum": [
+                    "assistants",
+                    "batch"
+                ],
+                "title": "OpenAIFilePurpose",
+                "description": "Valid purpose values for OpenAI Files API."
+            },
+            "ListOpenAIFileResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIFileObject"
+                        },
+                        "description": "List of file objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more files available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last file in the list for pagination"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which is always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIFileResponse",
+                "description": "Response for listing files in OpenAI Files API."
+            },
+            "OpenAIFileObject": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier, which can be referenced in the API endpoints"
+                    },
+                    "bytes": {
+                        "type": "integer",
+                        "description": "The size of the file, in bytes"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file was created"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file expires"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file"
+                    },
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "assistants",
+                            "batch"
+                        ],
+                        "description": "The intended purpose of the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "id",
+                    "bytes",
+                    "created_at",
+                    "expires_at",
+                    "filename",
+                    "purpose"
+                ],
+                "title": "OpenAIFileObject",
+                "description": "OpenAI File object as defined in the OpenAI Files API."
+            },
+            "ExpiresAfter": {
+                "type": "object",
+                "properties": {
+                    "anchor": {
+                        "type": "string",
+                        "const": "created_at"
+                    },
+                    "seconds": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "anchor",
+                    "seconds"
+                ],
+                "title": "ExpiresAfter",
+                "description": "Control expiration of uploaded files.\nParams:\n - anchor, must be \"created_at\"\n - seconds, must be int between 3600 and 2592000 (1 hour to 30 days)"
+            },
+            "OpenAIFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier that was deleted"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "description": "Whether the file was successfully deleted"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIFileDeleteResponse",
+                "description": "Response for deleting a file in OpenAI Files API."
+            },
+            "Response": {
+                "type": "object",
+                "title": "Response"
+            },
+            "OpenAIModel": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "model",
+                        "default": "model"
+                    },
+                    "created": {
+                        "type": "integer"
+                    },
+                    "owned_by": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created",
+                    "owned_by"
+                ],
+                "title": "OpenAIModel",
+                "description": "A model from OpenAI."
+            },
+            "OpenAIListModelsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIModel"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "OpenAIListModelsResponse"
+            },
+            "RunModerationRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input (or inputs) to classify. Can be a single string, an array of strings, or an array of multi-modal input objects similar to other models."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "(Optional) The content moderation model you would like to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input"
+                ],
+                "title": "RunModerationRequest"
+            },
+            "ModerationObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The unique identifier for the moderation request."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model used to generate the moderation results."
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ModerationObjectResults"
+                        },
+                        "description": "A list of moderation objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "model",
+                    "results"
+                ],
+                "title": "ModerationObject",
+                "description": "A moderation object."
+            },
+            "ModerationObjectResults": {
+                "type": "object",
+                "properties": {
+                    "flagged": {
+                        "type": "boolean",
+                        "description": "Whether any of the below categories are flagged."
+                    },
+                    "categories": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "boolean"
+                        },
+                        "description": "A list of the categories, and whether they are flagged or not."
+                    },
+                    "category_applied_input_types": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of the categories along with the input type(s) that the score applies to."
+                    },
+                    "category_scores": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "A list of the categories along with their scores as predicted by model."
+                    },
+                    "user_message": {
+                        "type": "string"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "flagged",
+                    "metadata"
+                ],
+                "title": "ModerationObjectResults",
+                "description": "A moderation object."
+            },
+            "ListOpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseObjectWithInput"
+                        },
+                        "description": "List of response objects with their input context"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "Identifier of the first item in this page"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "Identifier of the last item in this page"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseObject",
+                "description": "Paginated list of OpenAI response objects with navigation metadata."
+            },
+            "OpenAIResponseAnnotationCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "url_citation",
+                        "default": "url_citation",
+                        "description": "Annotation type identifier, always \"url_citation\""
+                    },
+                    "end_index": {
+                        "type": "integer",
+                        "description": "End position of the citation span in the content"
+                    },
+                    "start_index": {
+                        "type": "integer",
+                        "description": "Start position of the citation span in the content"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Title of the referenced web resource"
+                    },
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the referenced web resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "end_index",
+                    "start_index",
+                    "title",
+                    "url"
+                ],
+                "title": "OpenAIResponseAnnotationCitation",
+                "description": "URL citation annotation for referencing external web resources."
+            },
+            "OpenAIResponseAnnotationContainerFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "container_file_citation",
+                        "default": "container_file_citation"
+                    },
+                    "container_id": {
+                        "type": "string"
+                    },
+                    "end_index": {
+                        "type": "integer"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    },
+                    "start_index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "container_id",
+                    "end_index",
+                    "file_id",
+                    "filename",
+                    "start_index"
+                ],
+                "title": "OpenAIResponseAnnotationContainerFileCitation"
+            },
+            "OpenAIResponseAnnotationFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_citation",
+                        "default": "file_citation",
+                        "description": "Annotation type identifier, always \"file_citation\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the referenced file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the referenced file"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "Position index of the citation within the content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "filename",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFileCitation",
+                "description": "File citation annotation for referencing specific files in response content."
+            },
+            "OpenAIResponseAnnotationFilePath": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_path",
+                        "default": "file_path"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFilePath"
+            },
+            "OpenAIResponseAnnotations": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                        "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                        "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                        "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                }
+            },
+            "OpenAIResponseContentPartRefusal": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "refusal",
+                        "default": "refusal",
+                        "description": "Content part type identifier, always \"refusal\""
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Refusal text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "refusal"
+                ],
+                "title": "OpenAIResponseContentPartRefusal",
+                "description": "Refusal content within a streamed response part."
+            },
+            "OpenAIResponseError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "type": "string",
+                        "description": "Error code identifying the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "OpenAIResponseError",
+                "description": "Error details for failed OpenAI response requests."
+            },
+            "OpenAIResponseInput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalResponse"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    }
+                ]
+            },
+            "OpenAIResponseInputFunctionToolCallOutput": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "output": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call_output",
+                        "default": "function_call_output"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "output",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputFunctionToolCallOutput",
+                "description": "This represents the output of a function call that gets passed back to the model."
+            },
+            "OpenAIResponseInputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentImage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "input_text": "#/components/schemas/OpenAIResponseInputMessageContentText",
+                        "input_image": "#/components/schemas/OpenAIResponseInputMessageContentImage",
+                        "input_file": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                }
+            },
+            "OpenAIResponseInputMessageContentFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "input_file",
+                        "default": "input_file",
+                        "description": "The type of the input item. Always `input_file`."
+                    },
+                    "file_data": {
+                        "type": "string",
+                        "description": "The data of the file to be sent to the model."
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "file_url": {
+                        "type": "string",
+                        "description": "The URL of the file to be sent to the model."
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file to be sent to the model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentFile",
+                "description": "File content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentImage": {
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "low"
+                            },
+                            {
+                                "type": "string",
+                                "const": "high"
+                            },
+                            {
+                                "type": "string",
+                                "const": "auto"
+                            }
+                        ],
+                        "default": "auto",
+                        "description": "Level of detail for image processing, can be \"low\", \"high\", or \"auto\""
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_image",
+                        "default": "input_image",
+                        "description": "Content type identifier, always \"input_image\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "image_url": {
+                        "type": "string",
+                        "description": "(Optional) URL of the image content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "detail",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentImage",
+                "description": "Image content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the input message"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_text",
+                        "default": "input_text",
+                        "description": "Content type identifier, always \"input_text\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentText",
+                "description": "Text content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputToolChoice": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required",
+                            "none"
+                        ],
+                        "title": "OpenAIResponseInputToolChoiceMode"
+                    },
+                    {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "allowed_tools": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools",
+                                "file_search": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch",
+                                "web_search_preview": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch",
+                                "function": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool",
+                                "mcp": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool",
+                                "custom": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        }
+                    }
+                ]
+            },
+            "OpenAIResponseInputToolChoiceAllowedTools": {
+                "type": "object",
+                "properties": {
+                    "mode": {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required"
+                        ],
+                        "default": "auto",
+                        "description": "Constrains the tools available to the model to a pre-defined set"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of tool definitions that the model should be allowed to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "allowed_tools",
+                        "default": "allowed_tools",
+                        "description": "Tool choice type identifier, always \"allowed_tools\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "mode",
+                    "tools",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceAllowedTools",
+                "description": "Constrains the tools available to the model to a pre-defined set."
+            },
+            "OpenAIResponseInputToolChoiceCustomTool": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "custom",
+                        "default": "custom",
+                        "description": "Tool choice type identifier, always \"custom\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the custom tool to call."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolChoiceCustomTool",
+                "description": "Forces the model to call a custom tool."
+            },
+            "OpenAIResponseInputToolChoiceFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool choice type identifier, always \"file_search\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFileSearch",
+                "description": "Indicates that the model should use file search to generate a response."
+            },
+            "OpenAIResponseInputToolChoiceFunctionTool": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the function to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool choice type identifier, always \"function\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFunctionTool",
+                "description": "Forces the model to call a specific function."
+            },
+            "OpenAIResponseInputToolChoiceMCPTool": {
+                "type": "object",
+                "properties": {
+                    "server_label": {
+                        "type": "string",
+                        "description": "The label of the MCP server to use."
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool choice type identifier, always \"mcp\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the tool to call on the server."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceMCPTool",
+                "description": "Forces the model to call a specific tool on a remote MCP server"
+            },
+            "OpenAIResponseInputToolChoiceWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_preview",
+                        "default": "web_search_preview",
+                        "description": "Tool choice type identifier, always \"web_search_preview\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceWebSearch",
+                "description": "Indicates that the model should use web search to generate a response."
+            },
+            "OpenAIResponseInputToolFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool type identifier, always \"file_search\""
+                    },
+                    "vector_store_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of vector store identifiers to search within"
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional filters to apply to the search"
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "default": 10,
+                        "description": "(Optional) Maximum number of search results to return (1-50)"
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "(Optional) Options for ranking and scoring search results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "vector_store_ids"
+                ],
+                "title": "OpenAIResponseInputToolFileSearch",
+                "description": "File search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolFunction": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool type identifier, always \"function\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function that can be called"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of what the function does"
+                    },
+                    "parameters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON schema defining the function's parameters"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict parameter validation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolFunction",
+                "description": "Function tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "web_search"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview_2025_03_11"
+                            }
+                        ],
+                        "default": "web_search",
+                        "description": "Web search tool type variant to use"
+                    },
+                    "search_context_size": {
+                        "type": "string",
+                        "default": "medium",
+                        "description": "(Optional) Size of search context, must be \"low\", \"medium\", or \"high\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolWebSearch",
+                "description": "Web search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseMCPApprovalRequest": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "name": {
+                        "type": "string"
+                    },
+                    "server_label": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_request",
+                        "default": "mcp_approval_request"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "id",
+                    "name",
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalRequest",
+                "description": "A request for human approval of a tool invocation."
+            },
+            "OpenAIResponseMCPApprovalResponse": {
+                "type": "object",
+                "properties": {
+                    "approval_request_id": {
+                        "type": "string"
+                    },
+                    "approve": {
+                        "type": "boolean"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_response",
+                        "default": "mcp_approval_response"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "reason": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "approval_request_id",
+                    "approve",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalResponse",
+                "description": "A response to an MCP approval request."
+            },
+            "OpenAIResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseOutputMessageContent"
+                                }
+                            }
+                        ]
+                    },
+                    "role": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "system"
+                            },
+                            {
+                                "type": "string",
+                                "const": "developer"
+                            },
+                            {
+                                "type": "string",
+                                "const": "user"
+                            },
+                            {
+                                "type": "string",
+                                "const": "assistant"
+                            }
+                        ]
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "message",
+                        "default": "message"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "role",
+                    "type"
+                ],
+                "title": "OpenAIResponseMessage",
+                "description": "Corresponds to the various Message types in the Responses API. They are all under one type because the Responses API gives them all the same \"type\" value, and there is no way to tell them apart in certain scenarios."
+            },
+            "OpenAIResponseObjectWithInput": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    },
+                    "input": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items that led to this response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text",
+                    "input"
+                ],
+                "title": "OpenAIResponseObjectWithInput",
+                "description": "OpenAI response object extended with input context information."
+            },
+            "OpenAIResponseOutput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "message": "#/components/schemas/OpenAIResponseMessage",
+                        "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                        "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                        "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                        "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                        "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                        "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                }
+            },
+            "OpenAIResponseOutputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
+                        "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                }
+            },
+            "OpenAIResponseOutputMessageContentOutputText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseOutputMessageContentOutputText"
+            },
+            "OpenAIResponseOutputMessageFileSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "queries": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of search queries executed"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the file search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "file_search_call",
+                        "default": "file_search_call",
+                        "description": "Tool call type identifier, always \"file_search_call\""
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "attributes": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "(Optional) Key-value attributes associated with the file"
+                                },
+                                "file_id": {
+                                    "type": "string",
+                                    "description": "Unique identifier of the file containing the result"
+                                },
+                                "filename": {
+                                    "type": "string",
+                                    "description": "Name of the file containing the result"
+                                },
+                                "score": {
+                                    "type": "number",
+                                    "description": "Relevance score for this search result (between 0 and 1)"
+                                },
+                                "text": {
+                                    "type": "string",
+                                    "description": "Text content of the search result"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "attributes",
+                                "file_id",
+                                "filename",
+                                "score",
+                                "text"
+                            ],
+                            "title": "OpenAIResponseOutputMessageFileSearchToolCallResults",
+                            "description": "Search results returned by the file search operation."
+                        },
+                        "description": "(Optional) Search results returned by the file search operation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "queries",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFileSearchToolCall",
+                "description": "File search tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageFunctionToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the function call"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function being called"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the function arguments"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call",
+                        "default": "function_call",
+                        "description": "Tool call type identifier, always \"function_call\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Additional identifier for the tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "(Optional) Current status of the function call execution"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "name",
+                    "arguments",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFunctionToolCall",
+                "description": "Function tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_call",
+                        "default": "mcp_call",
+                        "description": "Tool call type identifier, always \"mcp_call\""
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the MCP call arguments"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the MCP method being called"
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server handling the call"
+                    },
+                    "error": {
+                        "type": "string",
+                        "description": "(Optional) Error message if the MCP call failed"
+                    },
+                    "output": {
+                        "type": "string",
+                        "description": "(Optional) Output result from the successful MCP call"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "arguments",
+                    "name",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPCall",
+                "description": "Model Context Protocol (MCP) call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPListTools": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP list tools operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_list_tools",
+                        "default": "mcp_list_tools",
+                        "description": "Tool call type identifier, always \"mcp_list_tools\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server providing the tools"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "input_schema": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "JSON schema defining the tool's input parameters"
+                                },
+                                "name": {
+                                    "type": "string",
+                                    "description": "Name of the tool"
+                                },
+                                "description": {
+                                    "type": "string",
+                                    "description": "(Optional) Description of what the tool does"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "input_schema",
+                                "name"
+                            ],
+                            "title": "MCPListToolsTool",
+                            "description": "Tool definition returned by MCP list tools operation."
+                        },
+                        "description": "List of available tools provided by the MCP server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "server_label",
+                    "tools"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPListTools",
+                "description": "MCP list tools output message containing available tools from an MCP server."
+            },
+            "OpenAIResponseOutputMessageWebSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the web search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_call",
+                        "default": "web_search_call",
+                        "description": "Tool call type identifier, always \"web_search_call\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageWebSearchToolCall",
+                "description": "Web search tool call output message for OpenAI responses."
+            },
+            "OpenAIResponsePrompt": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the prompt template"
+                    },
+                    "variables": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                        },
+                        "description": "Dictionary of variable names to OpenAIResponseInputMessageContent structure for template substitution. The substitution values can either be strings, or other Response input types like images or files."
+                    },
+                    "version": {
+                        "type": "string",
+                        "description": "Version number of the prompt to use (defaults to latest if not specified)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id"
+                ],
+                "title": "OpenAIResponsePrompt",
+                "description": "OpenAI compatible Prompt object that is used in OpenAI responses."
+            },
+            "OpenAIResponseText": {
+                "type": "object",
+                "properties": {
+                    "format": {
+                        "type": "object",
+                        "properties": {
+                            "type": {
+                                "oneOf": [
+                                    {
+                                        "type": "string",
+                                        "const": "text"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_schema"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_object"
+                                    }
+                                ],
+                                "description": "Must be \"text\", \"json_schema\", or \"json_object\" to identify the format type"
+                            },
+                            "name": {
+                                "type": "string",
+                                "description": "The name of the response format. Only used for json_schema."
+                            },
+                            "schema": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                },
+                                "description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model. Only used for json_schema."
+                            },
+                            "description": {
+                                "type": "string",
+                                "description": "(Optional) A description of the response format. Only used for json_schema."
+                            },
+                            "strict": {
+                                "type": "boolean",
+                                "description": "(Optional) Whether to strictly enforce the JSON schema. If true, the response must match the schema exactly. Only used for json_schema."
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "type"
+                        ],
+                        "description": "(Optional) Text format configuration specifying output format requirements"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIResponseText",
+                "description": "Text response configuration for OpenAI responses."
+            },
+            "OpenAIResponseTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response object."
+            },
+            "OpenAIResponseUsage": {
+                "type": "object",
+                "properties": {
+                    "input_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the input"
+                    },
+                    "output_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the output"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (input + output)"
+                    },
+                    "input_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of input token usage"
+                    },
+                    "output_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of output token usage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_tokens",
+                    "output_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIResponseUsage",
+                "description": "Usage information for OpenAI response."
+            },
+            "ResponseGuardrailSpec": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "description": "The type/identifier of the guardrail."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ResponseGuardrailSpec",
+                "description": "Specification for a guardrail to apply during response generation."
+            },
+            "OpenAIResponseInputTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseInputToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "server_url": {
+                        "type": "string",
+                        "description": "URL endpoint of the MCP server"
+                    },
+                    "headers": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) HTTP headers to include when connecting to the server"
+                    },
+                    "require_approval": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "always"
+                            },
+                            {
+                                "type": "string",
+                                "const": "never"
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "always": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that always require approval"
+                                    },
+                                    "never": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that never require approval"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "ApprovalFilter",
+                                "description": "Filter configuration for MCP tool approval requirements."
+                            }
+                        ],
+                        "default": "never",
+                        "description": "Approval requirement for tool calls (\"always\", \"never\", or filter)"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label",
+                    "server_url",
+                    "require_approval"
+                ],
+                "title": "OpenAIResponseInputToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response inputs."
+            },
+            "CreateOpenaiResponseRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInput"
+                                }
+                            }
+                        ],
+                        "description": "Input message(s) to create the response."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The underlying LLM used for completions."
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Prompt object with ID, version, and variables."
+                    },
+                    "instructions": {
+                        "type": "string"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) if specified, the new response will be a continuation of the previous response. This can be used to easily fork-off new responses from existing responses."
+                    },
+                    "conversation": {
+                        "type": "string",
+                        "description": "(Optional) The ID of a conversation to add the response to. Must begin with 'conv_'. Input and output messages will be automatically added to the conversation."
+                    },
+                    "store": {
+                        "type": "boolean"
+                    },
+                    "stream": {
+                        "type": "boolean"
+                    },
+                    "temperature": {
+                        "type": "number"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText"
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputTool"
+                        }
+                    },
+                    "include": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "(Optional) Additional fields to include in the response."
+                    },
+                    "max_infer_iters": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input",
+                    "model"
+                ],
+                "title": "CreateOpenaiResponseRequest"
+            },
+            "OpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text"
+                ],
+                "title": "OpenAIResponseObject",
+                "description": "Complete OpenAI response object containing generation results and metadata."
+            },
+            "OpenAIResponseContentPartOutputText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text",
+                        "description": "Content part type identifier, always \"output_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text emitted for this content part"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        },
+                        "description": "Structured annotations associated with the text"
+                    },
+                    "logprobs": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) Token log probability details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseContentPartOutputText",
+                "description": "Text content within a streamed response part."
+            },
+            "OpenAIResponseContentPartReasoningSummary": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "summary_text",
+                        "default": "summary_text",
+                        "description": "Content part type identifier, always \"summary_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Summary text"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningSummary",
+                "description": "Reasoning summary part in a streamed response."
+            },
+            "OpenAIResponseContentPartReasoningText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "reasoning_text",
+                        "default": "reasoning_text",
+                        "description": "Content part type identifier, always \"reasoning_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Reasoning text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningText",
+                "description": "Reasoning text emitted as part of a streamed response."
+            },
+            "OpenAIResponseObjectStream": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "response.created": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated",
+                        "response.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress",
+                        "response.output_item.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded",
+                        "response.output_item.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone",
+                        "response.output_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta",
+                        "response.output_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone",
+                        "response.function_call_arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                        "response.function_call_arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                        "response.web_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                        "response.web_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching",
+                        "response.web_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                        "response.mcp_list_tools.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress",
+                        "response.mcp_list_tools.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed",
+                        "response.mcp_list_tools.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted",
+                        "response.mcp_call.arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta",
+                        "response.mcp_call.arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone",
+                        "response.mcp_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                        "response.mcp_call.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed",
+                        "response.mcp_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                        "response.content_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded",
+                        "response.content_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone",
+                        "response.reasoning_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                        "response.reasoning_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone",
+                        "response.reasoning_summary_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                        "response.reasoning_summary_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                        "response.reasoning_summary_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                        "response.reasoning_summary_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                        "response.refusal.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta",
+                        "response.refusal.done": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone",
+                        "response.output_text.annotation.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                        "response.file_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                        "response.file_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                        "response.file_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                        "response.incomplete": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete",
+                        "response.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed",
+                        "response.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                }
+            },
+            "OpenAIResponseObjectStreamResponseCompleted": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Completed response object"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.completed",
+                        "default": "response.completed",
+                        "description": "Event type identifier, always \"response.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCompleted",
+                "description": "Streaming event indicating a response has been completed."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartAdded": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The content part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.added",
+                        "default": "response.content_part.added",
+                        "description": "Event type identifier, always \"response.content_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartAdded",
+                "description": "Streaming event for when a new content part is added to a response item."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The completed content part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.done",
+                        "default": "response.content_part.done",
+                        "description": "Event type identifier, always \"response.content_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartDone",
+                "description": "Streaming event for when a content part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseCreated": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "The response object that was created"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.created",
+                        "default": "response.created",
+                        "description": "Event type identifier, always \"response.created\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCreated",
+                "description": "Streaming event indicating a new response has been created."
+            },
+            "OpenAIResponseObjectStreamResponseFailed": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the failure"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.failed",
+                        "default": "response.failed",
+                        "description": "Event type identifier, always \"response.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFailed",
+                "description": "Streaming event emitted when a response fails."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.completed",
+                        "default": "response.file_search_call.completed",
+                        "description": "Event type identifier, always \"response.file_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                "description": "Streaming event for completed file search calls."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.in_progress",
+                        "default": "response.file_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.file_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                "description": "Streaming event for file search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.searching",
+                        "default": "response.file_search_call.searching",
+                        "description": "Event type identifier, always \"response.file_search_call.searching\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                "description": "Streaming event for file search currently searching."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental function call arguments being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the function call being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.delta",
+                        "default": "response.function_call_arguments.delta",
+                        "description": "Event type identifier, always \"response.function_call_arguments.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                "description": "Streaming event for incremental function call argument updates."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string",
+                        "description": "Final complete arguments JSON string for the function call"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed function call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.done",
+                        "default": "response.function_call_arguments.done",
+                        "description": "Event type identifier, always \"response.function_call_arguments.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                "description": "Streaming event for when function call arguments are completed."
+            },
+            "OpenAIResponseObjectStreamResponseInProgress": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Current response state while in progress"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.in_progress",
+                        "default": "response.in_progress",
+                        "description": "Event type identifier, always \"response.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseInProgress",
+                "description": "Streaming event indicating the response remains in progress."
+            },
+            "OpenAIResponseObjectStreamResponseIncomplete": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the incomplete state"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.incomplete",
+                        "default": "response.incomplete",
+                        "description": "Event type identifier, always \"response.incomplete\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseIncomplete",
+                "description": "Streaming event emitted when a response ends in an incomplete state."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.delta",
+                        "default": "response.mcp_call.arguments.delta"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.done",
+                        "default": "response.mcp_call.arguments.done"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.completed",
+                        "default": "response.mcp_call.completed",
+                        "description": "Event type identifier, always \"response.mcp_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                "description": "Streaming event for completed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.failed",
+                        "default": "response.mcp_call.failed",
+                        "description": "Event type identifier, always \"response.mcp_call.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallFailed",
+                "description": "Streaming event for failed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the MCP call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.in_progress",
+                        "default": "response.mcp_call.in_progress",
+                        "description": "Event type identifier, always \"response.mcp_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                "description": "Streaming event for MCP calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.completed",
+                        "default": "response.mcp_list_tools.completed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.failed",
+                        "default": "response.mcp_list_tools.failed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsInProgress": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.in_progress",
+                        "default": "response.mcp_list_tools.in_progress"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemAdded": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The output item that was added (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.added",
+                        "default": "response.output_item.added",
+                        "description": "Event type identifier, always \"response.output_item.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemAdded",
+                "description": "Streaming event for when a new output item is added to the response."
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemDone": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The completed output item (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.done",
+                        "default": "response.output_item.done",
+                        "description": "Event type identifier, always \"response.output_item.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemDone",
+                "description": "Streaming event for when an output item is completed."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the item to which the annotation is being added"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response's output array"
+                    },
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part within the output item"
+                    },
+                    "annotation_index": {
+                        "type": "integer",
+                        "description": "Index of the annotation within the content part"
+                    },
+                    "annotation": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                                "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                                "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                                "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        },
+                        "description": "The annotation object being added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.annotation.added",
+                        "default": "response.output_text.annotation.added",
+                        "description": "Event type identifier, always \"response.output_text.annotation.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "content_index",
+                    "annotation_index",
+                    "annotation",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                "description": "Streaming event for when an annotation is added to output text."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental text content being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.delta",
+                        "default": "response.output_text.delta",
+                        "description": "Event type identifier, always \"response.output_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDelta",
+                "description": "Streaming event for incremental text content updates."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete text content of the output item"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.done",
+                        "default": "response.output_text.done",
+                        "description": "Event type identifier, always \"response.output_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDone",
+                "description": "Streaming event for when text output is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The summary part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.added",
+                        "default": "response.reasoning_summary_part.added",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                "description": "Streaming event for when a new reasoning summary part is added."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The completed summary part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.done",
+                        "default": "response.reasoning_summary_part.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                "description": "Streaming event for when a reasoning summary part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental summary text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.delta",
+                        "default": "response.reasoning_summary_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                "description": "Streaming event for incremental reasoning summary text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete summary text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.done",
+                        "default": "response.reasoning_summary_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                "description": "Streaming event for when reasoning summary text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental reasoning text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.delta",
+                        "default": "response.reasoning_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                "description": "Streaming event for incremental reasoning text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete reasoning text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.done",
+                        "default": "response.reasoning_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDone",
+                "description": "Streaming event for when reasoning text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental refusal text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.delta",
+                        "default": "response.refusal.delta",
+                        "description": "Event type identifier, always \"response.refusal.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDelta",
+                "description": "Streaming event for incremental refusal text updates."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Final complete refusal text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.done",
+                        "default": "response.refusal.done",
+                        "description": "Event type identifier, always \"response.refusal.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "refusal",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDone",
+                "description": "Streaming event for when refusal text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.completed",
+                        "default": "response.web_search_call.completed",
+                        "description": "Event type identifier, always \"response.web_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                "description": "Streaming event for completed web search calls."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.in_progress",
+                        "default": "response.web_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.web_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                "description": "Streaming event for web search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.searching",
+                        "default": "response.web_search_call.searching"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+            },
+            "OpenAIDeleteResponseObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted response"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Deletion confirmation flag, always True"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIDeleteResponseObject",
+                "description": "Response object confirming deletion of an OpenAI response."
+            },
+            "ListOpenAIResponseInputItem": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseInputItem",
+                "description": "List container for OpenAI response input items."
+            },
+            "VectorStoreFileCounts": {
+                "type": "object",
+                "properties": {
+                    "completed": {
+                        "type": "integer",
+                        "description": "Number of files that have been successfully processed"
+                    },
+                    "cancelled": {
+                        "type": "integer",
+                        "description": "Number of files that had their processing cancelled"
+                    },
+                    "failed": {
+                        "type": "integer",
+                        "description": "Number of files that failed to process"
+                    },
+                    "in_progress": {
+                        "type": "integer",
+                        "description": "Number of files currently being processed"
+                    },
+                    "total": {
+                        "type": "integer",
+                        "description": "Total number of files in the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "completed",
+                    "cancelled",
+                    "failed",
+                    "in_progress",
+                    "total"
+                ],
+                "title": "VectorStoreFileCounts",
+                "description": "File processing status counts for a vector store."
+            },
+            "VectorStoreListResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreObject"
+                        },
+                        "description": "List of vector store objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first vector store in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last vector store in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more vector stores available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListResponse",
+                "description": "Response from listing vector stores."
+            },
+            "VectorStoreObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store",
+                        "description": "Object type identifier, always \"vector_store\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the vector store was created"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the vector store"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by the vector store in bytes"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the vector store"
+                    },
+                    "status": {
+                        "type": "string",
+                        "default": "completed",
+                        "description": "Current status of the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp when the vector store will expire"
+                    },
+                    "last_active_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp of last activity on the vector store"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "usage_bytes",
+                    "file_counts",
+                    "status",
+                    "metadata"
+                ],
+                "title": "VectorStoreObject",
+                "description": "OpenAI Vector Store object."
+            },
+            "OpenAICreateVectorStoreRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) A name for the vector store"
+                    },
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of file IDs to include in the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "chunking_strategy": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Strategy for splitting files into chunks"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAICreateVectorStoreRequestWithExtraBody",
+                "description": "Request to create a vector store with extra_body support."
+            },
+            "OpenaiUpdateVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the vector store."
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The expiration policy for a vector store."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of 16 key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenaiUpdateVectorStoreRequest"
+            },
+            "VectorStoreDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreDeleteResponse",
+                "description": "Response from deleting a vector store."
+            },
+            "VectorStoreChunkingStrategy": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                    },
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                        "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                }
+            },
+            "VectorStoreChunkingStrategyAuto": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "auto",
+                        "default": "auto",
+                        "description": "Strategy type, always \"auto\" for automatic chunking"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "VectorStoreChunkingStrategyAuto",
+                "description": "Automatic chunking strategy for vector store files."
+            },
+            "VectorStoreChunkingStrategyStatic": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "static",
+                        "default": "static",
+                        "description": "Strategy type, always \"static\" for static chunking"
+                    },
+                    "static": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStaticConfig",
+                        "description": "Configuration parameters for the static chunking strategy"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "static"
+                ],
+                "title": "VectorStoreChunkingStrategyStatic",
+                "description": "Static chunking strategy with configurable parameters."
+            },
+            "VectorStoreChunkingStrategyStaticConfig": {
+                "type": "object",
+                "properties": {
+                    "chunk_overlap_tokens": {
+                        "type": "integer",
+                        "default": 400,
+                        "description": "Number of tokens to overlap between adjacent chunks"
+                    },
+                    "max_chunk_size_tokens": {
+                        "type": "integer",
+                        "default": 800,
+                        "description": "Maximum number of tokens per chunk, must be between 100 and 4096"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "chunk_overlap_tokens",
+                    "max_chunk_size_tokens"
+                ],
+                "title": "VectorStoreChunkingStrategyStaticConfig",
+                "description": "Configuration for static chunking strategy."
+            },
+            "OpenAICreateVectorStoreFileBatchRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "A list of File IDs that the vector store should use"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes to store with the files"
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "(Optional) The chunking strategy used to chunk the file(s). Defaults to auto"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_ids"
+                ],
+                "title": "OpenAICreateVectorStoreFileBatchRequestWithExtraBody",
+                "description": "Request to create a vector store file batch with extra_body support."
+            },
+            "VectorStoreFileBatchObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file batch"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file_batch",
+                        "description": "Object type identifier, always \"vector_store.file_batch\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file batch was created"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing the file batch"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file batch"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the batch"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "vector_store_id",
+                    "status",
+                    "file_counts"
+                ],
+                "title": "VectorStoreFileBatchObject",
+                "description": "OpenAI Vector Store File Batch object."
+            },
+            "VectorStoreFileStatus": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "const": "completed"
+                    },
+                    {
+                        "type": "string",
+                        "const": "in_progress"
+                    },
+                    {
+                        "type": "string",
+                        "const": "cancelled"
+                    },
+                    {
+                        "type": "string",
+                        "const": "failed"
+                    }
+                ]
+            },
+            "VectorStoreFileLastError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "server_error"
+                            },
+                            {
+                                "type": "string",
+                                "const": "rate_limit_exceeded"
+                            }
+                        ],
+                        "description": "Error code indicating the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "VectorStoreFileLastError",
+                "description": "Error information for failed vector store file processing."
+            },
+            "VectorStoreFileObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file",
+                        "description": "Object type identifier, always \"vector_store.file\""
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "chunking_strategy": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                            },
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                                "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        },
+                        "description": "Strategy used for splitting the file into chunks"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file was added to the vector store"
+                    },
+                    "last_error": {
+                        "$ref": "#/components/schemas/VectorStoreFileLastError",
+                        "description": "(Optional) Error information if file processing failed"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by this file in bytes"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing this file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "attributes",
+                    "chunking_strategy",
+                    "created_at",
+                    "status",
+                    "usage_bytes",
+                    "vector_store_id"
+                ],
+                "title": "VectorStoreFileObject",
+                "description": "OpenAI Vector Store File object."
+            },
+            "VectorStoreFilesListInBatchResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects in the batch"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreFilesListInBatchResponse",
+                "description": "Response from listing files in a vector store file batch."
+            },
+            "VectorStoreListFilesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListFilesResponse",
+                "description": "Response from listing files in a vector store."
+            },
+            "OpenaiAttachFileToVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "The ID of the file to attach to the vector store."
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The key-value attributes stored with the file, which can be used for filtering."
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "The chunking strategy to use for the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id"
+                ],
+                "title": "OpenaiAttachFileToVectorStoreRequest"
+            },
+            "OpenaiUpdateVectorStoreFileRequest": {
+                "type": "object",
+                "properties": {
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The updated key-value attributes to store with the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "attributes"
+                ],
+                "title": "OpenaiUpdateVectorStoreFileRequest"
+            },
+            "VectorStoreFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreFileDeleteResponse",
+                "description": "Response from deleting a vector store file."
+            },
+            "VectorStoreContent": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "description": "Content type, currently only \"text\" is supported"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The actual text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "VectorStoreContent",
+                "description": "Content item from a vector store file or search result."
+            },
+            "VectorStoreFileContentsResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items from the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "attributes",
+                    "content"
+                ],
+                "title": "VectorStoreFileContentsResponse",
+                "description": "Response from retrieving the contents of a vector store file."
+            },
+            "OpenaiSearchVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "query": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "The query string or array for performing the search."
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Filters based on file attributes to narrow the search results."
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "description": "Maximum number of results to return (1 to 50 inclusive, default 10)."
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Ranking options for fine-tuning the search results."
+                    },
+                    "rewrite_query": {
+                        "type": "boolean",
+                        "description": "Whether to rewrite the natural language query for vector search (default false)"
+                    },
+                    "search_mode": {
+                        "type": "string",
+                        "description": "The search mode to use - \"keyword\", \"vector\", or \"hybrid\" (default \"vector\")"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "query"
+                ],
+                "title": "OpenaiSearchVectorStoreRequest"
+            },
+            "VectorStoreSearchResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file containing the result"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file containing the result"
+                    },
+                    "score": {
+                        "type": "number",
+                        "description": "Relevance score for this search result"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "boolean"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items matching the search query"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "score",
+                    "content"
+                ],
+                "title": "VectorStoreSearchResponse",
+                "description": "Response from searching a vector store."
+            },
+            "VectorStoreSearchResponsePage": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.search_results.page",
+                        "description": "Object type identifier for the search results page"
+                    },
+                    "search_query": {
+                        "type": "string",
+                        "description": "The original search query that was executed"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreSearchResponse"
+                        },
+                        "description": "List of search result objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "next_page": {
+                        "type": "string",
+                        "description": "(Optional) Token for retrieving the next page of results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "search_query",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreSearchResponsePage",
+                "description": "Paginated response from searching a vector store."
+            },
+            "Checkpoint": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string",
+                        "description": "Unique identifier for the checkpoint"
+                    },
+                    "created_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the checkpoint was created"
+                    },
+                    "epoch": {
+                        "type": "integer",
+                        "description": "Training epoch when the checkpoint was saved"
+                    },
+                    "post_training_job_id": {
+                        "type": "string",
+                        "description": "Identifier of the training job that created this checkpoint"
+                    },
+                    "path": {
+                        "type": "string",
+                        "description": "File system path where the checkpoint is stored"
+                    },
+                    "training_metrics": {
+                        "$ref": "#/components/schemas/PostTrainingMetric",
+                        "description": "(Optional) Training metrics associated with this checkpoint"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "created_at",
+                    "epoch",
+                    "post_training_job_id",
+                    "path"
+                ],
+                "title": "Checkpoint",
+                "description": "Checkpoint created during training runs."
+            },
+            "PostTrainingJobArtifactsResponse": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "Unique identifier for the training job"
+                    },
+                    "checkpoints": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Checkpoint"
+                        },
+                        "description": "List of model checkpoints created during training"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "checkpoints"
+                ],
+                "title": "PostTrainingJobArtifactsResponse",
+                "description": "Artifacts of a finetuning job."
+            },
+            "PostTrainingMetric": {
+                "type": "object",
+                "properties": {
+                    "epoch": {
+                        "type": "integer",
+                        "description": "Training epoch number"
+                    },
+                    "train_loss": {
+                        "type": "number",
+                        "description": "Loss value on the training dataset"
+                    },
+                    "validation_loss": {
+                        "type": "number",
+                        "description": "Loss value on the validation dataset"
+                    },
+                    "perplexity": {
+                        "type": "number",
+                        "description": "Perplexity metric indicating model confidence"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "epoch",
+                    "train_loss",
+                    "validation_loss",
+                    "perplexity"
+                ],
+                "title": "PostTrainingMetric",
+                "description": "Training metrics captured during post-training jobs."
+            },
+            "CancelTrainingJobRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to cancel."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid"
+                ],
+                "title": "CancelTrainingJobRequest"
+            },
+            "PostTrainingJobStatusResponse": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "Unique identifier for the training job"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "completed",
+                            "in_progress",
+                            "failed",
+                            "scheduled",
+                            "cancelled"
+                        ],
+                        "description": "Current status of the training job"
+                    },
+                    "scheduled_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job was scheduled"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job execution began"
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job finished, if completed"
+                    },
+                    "resources_allocated": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Information about computational resources allocated to the job"
+                    },
+                    "checkpoints": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Checkpoint"
+                        },
+                        "description": "List of model checkpoints created during training"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "status",
+                    "checkpoints"
+                ],
+                "title": "PostTrainingJobStatusResponse",
+                "description": "Status of a finetuning job."
+            },
+            "ListPostTrainingJobsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "job_uuid": {
+                                    "type": "string"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "job_uuid"
+                            ],
+                            "title": "PostTrainingJob"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListPostTrainingJobsResponse"
+            },
+            "DPOAlignmentConfig": {
+                "type": "object",
+                "properties": {
+                    "beta": {
+                        "type": "number",
+                        "description": "Temperature parameter for the DPO loss"
+                    },
+                    "loss_type": {
+                        "$ref": "#/components/schemas/DPOLossType",
+                        "default": "sigmoid",
+                        "description": "The type of loss function to use for DPO"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "beta",
+                    "loss_type"
+                ],
+                "title": "DPOAlignmentConfig",
+                "description": "Configuration for Direct Preference Optimization (DPO) alignment."
+            },
+            "DPOLossType": {
+                "type": "string",
+                "enum": [
+                    "sigmoid",
+                    "hinge",
+                    "ipo",
+                    "kto_pair"
+                ],
+                "title": "DPOLossType"
+            },
+            "DataConfig": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the training dataset"
+                    },
+                    "batch_size": {
+                        "type": "integer",
+                        "description": "Number of samples per training batch"
+                    },
+                    "shuffle": {
+                        "type": "boolean",
+                        "description": "Whether to shuffle the dataset during training"
+                    },
+                    "data_format": {
+                        "$ref": "#/components/schemas/DatasetFormat",
+                        "description": "Format of the dataset (instruct or dialog)"
+                    },
+                    "validation_dataset_id": {
+                        "type": "string",
+                        "description": "(Optional) Unique identifier for the validation dataset"
+                    },
+                    "packed": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to pack multiple samples into a single sequence for efficiency"
+                    },
+                    "train_on_input": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to compute loss on input tokens as well as output tokens"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dataset_id",
+                    "batch_size",
+                    "shuffle",
+                    "data_format"
+                ],
+                "title": "DataConfig",
+                "description": "Configuration for training data and data loading."
+            },
+            "DatasetFormat": {
+                "type": "string",
+                "enum": [
+                    "instruct",
+                    "dialog"
+                ],
+                "title": "DatasetFormat",
+                "description": "Format of the training dataset."
+            },
+            "EfficiencyConfig": {
+                "type": "object",
+                "properties": {
+                    "enable_activation_checkpointing": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use activation checkpointing to reduce memory usage"
+                    },
+                    "enable_activation_offloading": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to offload activations to CPU to save GPU memory"
+                    },
+                    "memory_efficient_fsdp_wrap": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use memory-efficient FSDP wrapping"
+                    },
+                    "fsdp_cpu_offload": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to offload FSDP parameters to CPU"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "EfficiencyConfig",
+                "description": "Configuration for memory and compute efficiency optimizations."
+            },
+            "OptimizerConfig": {
+                "type": "object",
+                "properties": {
+                    "optimizer_type": {
+                        "$ref": "#/components/schemas/OptimizerType",
+                        "description": "Type of optimizer to use (adam, adamw, or sgd)"
+                    },
+                    "lr": {
+                        "type": "number",
+                        "description": "Learning rate for the optimizer"
+                    },
+                    "weight_decay": {
+                        "type": "number",
+                        "description": "Weight decay coefficient for regularization"
+                    },
+                    "num_warmup_steps": {
+                        "type": "integer",
+                        "description": "Number of steps for learning rate warmup"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "optimizer_type",
+                    "lr",
+                    "weight_decay",
+                    "num_warmup_steps"
+                ],
+                "title": "OptimizerConfig",
+                "description": "Configuration parameters for the optimization algorithm."
+            },
+            "OptimizerType": {
+                "type": "string",
+                "enum": [
+                    "adam",
+                    "adamw",
+                    "sgd"
+                ],
+                "title": "OptimizerType",
+                "description": "Available optimizer algorithms for training."
+            },
+            "TrainingConfig": {
+                "type": "object",
+                "properties": {
+                    "n_epochs": {
+                        "type": "integer",
+                        "description": "Number of training epochs to run"
+                    },
+                    "max_steps_per_epoch": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "Maximum number of steps to run per epoch"
+                    },
+                    "gradient_accumulation_steps": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "Number of steps to accumulate gradients before updating"
+                    },
+                    "max_validation_steps": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "(Optional) Maximum number of validation steps per epoch"
+                    },
+                    "data_config": {
+                        "$ref": "#/components/schemas/DataConfig",
+                        "description": "(Optional) Configuration for data loading and formatting"
+                    },
+                    "optimizer_config": {
+                        "$ref": "#/components/schemas/OptimizerConfig",
+                        "description": "(Optional) Configuration for the optimization algorithm"
+                    },
+                    "efficiency_config": {
+                        "$ref": "#/components/schemas/EfficiencyConfig",
+                        "description": "(Optional) Configuration for memory and compute optimizations"
+                    },
+                    "dtype": {
+                        "type": "string",
+                        "default": "bf16",
+                        "description": "(Optional) Data type for model parameters (bf16, fp16, fp32)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "n_epochs",
+                    "max_steps_per_epoch",
+                    "gradient_accumulation_steps"
+                ],
+                "title": "TrainingConfig",
+                "description": "Comprehensive configuration for the training process."
+            },
+            "PreferenceOptimizeRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to create."
+                    },
+                    "finetuned_model": {
+                        "type": "string",
+                        "description": "The model to fine-tune."
+                    },
+                    "algorithm_config": {
+                        "$ref": "#/components/schemas/DPOAlignmentConfig",
+                        "description": "The algorithm configuration."
+                    },
+                    "training_config": {
+                        "$ref": "#/components/schemas/TrainingConfig",
+                        "description": "The training configuration."
+                    },
+                    "hyperparam_search_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The hyperparam search configuration."
+                    },
+                    "logger_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The logger configuration."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "finetuned_model",
+                    "algorithm_config",
+                    "training_config",
+                    "hyperparam_search_config",
+                    "logger_config"
+                ],
+                "title": "PreferenceOptimizeRequest"
+            },
+            "PostTrainingJob": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid"
+                ],
+                "title": "PostTrainingJob"
+            },
+            "AlgorithmConfig": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/LoraFinetuningConfig"
+                    },
+                    {
+                        "$ref": "#/components/schemas/QATFinetuningConfig"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "LoRA": "#/components/schemas/LoraFinetuningConfig",
+                        "QAT": "#/components/schemas/QATFinetuningConfig"
+                    }
+                }
+            },
+            "LoraFinetuningConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "LoRA",
+                        "default": "LoRA",
+                        "description": "Algorithm type identifier, always \"LoRA\""
+                    },
+                    "lora_attn_modules": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of attention module names to apply LoRA to"
+                    },
+                    "apply_lora_to_mlp": {
+                        "type": "boolean",
+                        "description": "Whether to apply LoRA to MLP layers"
+                    },
+                    "apply_lora_to_output": {
+                        "type": "boolean",
+                        "description": "Whether to apply LoRA to output projection layers"
+                    },
+                    "rank": {
+                        "type": "integer",
+                        "description": "Rank of the LoRA adaptation (lower rank = fewer parameters)"
+                    },
+                    "alpha": {
+                        "type": "integer",
+                        "description": "LoRA scaling parameter that controls adaptation strength"
+                    },
+                    "use_dora": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use DoRA (Weight-Decomposed Low-Rank Adaptation)"
+                    },
+                    "quantize_base": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to quantize the base model weights"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "lora_attn_modules",
+                    "apply_lora_to_mlp",
+                    "apply_lora_to_output",
+                    "rank",
+                    "alpha"
+                ],
+                "title": "LoraFinetuningConfig",
+                "description": "Configuration for Low-Rank Adaptation (LoRA) fine-tuning."
+            },
+            "QATFinetuningConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "QAT",
+                        "default": "QAT",
+                        "description": "Algorithm type identifier, always \"QAT\""
+                    },
+                    "quantizer_name": {
+                        "type": "string",
+                        "description": "Name of the quantization algorithm to use"
+                    },
+                    "group_size": {
+                        "type": "integer",
+                        "description": "Size of groups for grouped quantization"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "quantizer_name",
+                    "group_size"
+                ],
+                "title": "QATFinetuningConfig",
+                "description": "Configuration for Quantization-Aware Training (QAT) fine-tuning."
+            },
+            "SupervisedFineTuneRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to create."
+                    },
+                    "training_config": {
+                        "$ref": "#/components/schemas/TrainingConfig",
+                        "description": "The training configuration."
+                    },
+                    "hyperparam_search_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The hyperparam search configuration."
+                    },
+                    "logger_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The logger configuration."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model to fine-tune."
+                    },
+                    "checkpoint_dir": {
+                        "type": "string",
+                        "description": "The directory to save checkpoint(s) to."
+                    },
+                    "algorithm_config": {
+                        "$ref": "#/components/schemas/AlgorithmConfig",
+                        "description": "The algorithm configuration."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "training_config",
+                    "hyperparam_search_config",
+                    "logger_config"
+                ],
+                "title": "SupervisedFineTuneRequest"
+            }
+        },
+        "responses": {
+            "BadRequest400": {
+                "description": "The request was invalid or malformed",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 400,
+                            "title": "Bad Request",
+                            "detail": "The request was invalid or malformed"
+                        }
+                    }
+                }
+            },
+            "TooManyRequests429": {
+                "description": "The client has sent too many requests in a given amount of time",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 429,
+                            "title": "Too Many Requests",
+                            "detail": "You have exceeded the rate limit. Please try again later."
+                        }
+                    }
+                }
+            },
+            "InternalServerError500": {
+                "description": "The server encountered an unexpected error",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 500,
+                            "title": "Internal Server Error",
+                            "detail": "An unexpected error occurred. Our team has been notified."
+                        }
+                    }
+                }
+            },
+            "DefaultError": {
+                "description": "An unexpected error occurred",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 0,
+                            "title": "Error",
+                            "detail": "An unexpected error occurred"
+                        }
+                    }
+                }
+            }
+        }
+    },
+    "security": [
+        {
+            "Default": []
+        }
+    ],
+    "tags": [
+        {
+            "name": "Agents",
+            "description": "APIs for creating and interacting with agentic systems.\n\n## Deprecated APIs\n\n> **⚠️ DEPRECATED**: These APIs are provided for migration reference and will be removed in future versions. Not recommended for new projects.\n\n### Migration Guidance\n\nIf you are using deprecated versions of the Agents or Responses APIs, please migrate to:\n\n- **Responses API**: Use the stable v1 Responses API endpoints\n",
+            "x-displayName": "Agents"
+        },
+        {
+            "name": "Batches",
+            "description": "The API is designed to allow use of openai client libraries for seamless integration.\n\nThis API provides the following extensions:\n - idempotent batch creation\n\nNote: This API is currently under active development and may undergo changes.",
+            "x-displayName": "The Batches API enables efficient processing of multiple requests in a single operation, particularly useful for processing large datasets, batch evaluation workflows, and cost-effective inference at scale."
+        },
+        {
+            "name": "Benchmarks",
+            "description": ""
+        },
+        {
+            "name": "DatasetIO",
+            "description": ""
+        },
+        {
+            "name": "Datasets",
+            "description": ""
+        },
+        {
+            "name": "Eval",
+            "description": "Llama Stack Evaluation API for running evaluations on model and agent candidates.",
+            "x-displayName": "Evaluations"
+        },
+        {
+            "name": "Files",
+            "description": "This API is used to upload documents that can be used with other Llama Stack APIs.",
+            "x-displayName": "Files"
+        },
+        {
+            "name": "Inference",
+            "description": "Llama Stack Inference API for generating completions, chat completions, and embeddings.\n\nThis API provides the raw interface to the underlying models. Three kinds of models are supported:\n- LLM models: these models generate \"raw\" and \"chat\" (conversational) completions.\n- Embedding models: these models generate embeddings to be used for semantic search.\n- Rerank models: these models reorder the documents based on their relevance to a query.",
+            "x-displayName": "Inference"
+        },
+        {
+            "name": "Models",
+            "description": ""
+        },
+        {
+            "name": "PostTraining (Coming Soon)",
+            "description": ""
+        },
+        {
+            "name": "Safety",
+            "description": "OpenAI-compatible Moderations API.",
+            "x-displayName": "Safety"
+        },
+        {
+            "name": "VectorIO",
+            "description": ""
+        }
+    ],
+    "x-tagGroups": [
+        {
+            "name": "Operations",
+            "tags": [
+                "Agents",
+                "Batches",
+                "Benchmarks",
+                "DatasetIO",
+                "Datasets",
+                "Eval",
+                "Files",
+                "Inference",
+                "Models",
+                "PostTraining (Coming Soon)",
+                "Safety",
+                "VectorIO"
+            ]
+        }
+    ]
+};
+            const element = document.getElementById("openapi-container");
+            element.apiDescriptionDocument = spec;
+
+            if (spec.info && spec.info.title) {
+                document.title = spec.info.title;
+            }
+        });
+    </script>
+</body>
+
+</html>
diff --git a/docs/static/deprecated-llama-stack-spec.yaml b/docs/static/deprecated-llama-stack-spec.yaml
index 2d0ce6e08..8ad6b51ab 100644
--- a/docs/static/deprecated-llama-stack-spec.yaml
+++ b/docs/static/deprecated-llama-stack-spec.yaml
@@ -3778,6 +3778,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -4165,6 +4197,38 @@ components:
             title: OpenAIResponseText
           - type: 'null'
           title: OpenAIResponseText
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         tools:
           anyOf:
           - items:
@@ -4324,6 +4388,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -8797,6 +8893,112 @@ components:
       type: object
       title: OpenAIChatCompletionUsagePromptTokensDetails
       description: Token details for prompt tokens in OpenAI chat completion usage.
+    OpenAIResponseInputToolChoiceAllowedTools:
+      properties:
+        mode:
+          type: string
+          enum:
+          - auto
+          - required
+          title: Mode
+          default: auto
+        tools:
+          items:
+            additionalProperties:
+              type: string
+            type: object
+          type: array
+          title: Tools
+        type:
+          type: string
+          const: allowed_tools
+          title: Type
+          default: allowed_tools
+      type: object
+      required:
+      - tools
+      title: OpenAIResponseInputToolChoiceAllowedTools
+      description: Constrains the tools available to the model to a pre-defined set.
+    OpenAIResponseInputToolChoiceCustomTool:
+      properties:
+        type:
+          type: string
+          const: custom
+          title: Type
+          default: custom
+        name:
+          type: string
+          title: Name
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceCustomTool
+      description: Forces the model to call a custom tool.
+    OpenAIResponseInputToolChoiceFileSearch:
+      properties:
+        type:
+          type: string
+          const: file_search
+          title: Type
+          default: file_search
+      type: object
+      title: OpenAIResponseInputToolChoiceFileSearch
+      description: Indicates that the model should use file search to generate a response.
+    OpenAIResponseInputToolChoiceFunctionTool:
+      properties:
+        name:
+          type: string
+          title: Name
+        type:
+          type: string
+          const: function
+          title: Type
+          default: function
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceFunctionTool
+      description: Forces the model to call a specific function.
+    OpenAIResponseInputToolChoiceMCPTool:
+      properties:
+        server_label:
+          type: string
+          title: Server Label
+        type:
+          type: string
+          const: mcp
+          title: Type
+          default: mcp
+        name:
+          anyOf:
+          - type: string
+          - type: 'null'
+      type: object
+      required:
+      - server_label
+      title: OpenAIResponseInputToolChoiceMCPTool
+      description: Forces the model to call a specific tool on a remote MCP server
+    OpenAIResponseInputToolChoiceMode:
+      type: string
+      enum:
+      - auto
+      - required
+      - none
+      title: OpenAIResponseInputToolChoiceMode
+    OpenAIResponseInputToolChoiceWebSearch:
+      properties:
+        type:
+          title: Type
+          default: web_search
+          type: string
+          enum:
+          - web_search
+          - web_search_preview
+          - web_search_preview_2025_03_11
+          - web_search_2025_08_26
+      type: object
+      title: OpenAIResponseInputToolChoiceWebSearch
+      description: Indicates that the model should use web search to generate a response
     OpenAIResponseMessage-Input:
       properties:
         content:
@@ -9183,6 +9385,132 @@ components:
       - $ref: '#/components/schemas/GrammarResponseFormat'
         title: GrammarResponseFormat
       title: JsonSchemaResponseFormat | GrammarResponseFormat
+    AllowedToolsConfig:
+      properties:
+        tools:
+          items:
+            additionalProperties: true
+            type: object
+          title: Tools
+          type: array
+        mode:
+          enum:
+          - auto
+          - required
+          title: Mode
+          type: string
+      required:
+      - tools
+      - mode
+      title: AllowedToolsConfig
+      type: object
+    CustomToolConfig:
+      description: Custom tool configuration for OpenAI-compatible chat completion requests.
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: CustomToolConfig
+      type: object
+    FunctionToolConfig:
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: FunctionToolConfig
+      type: object
+    OpenAIChatCompletionToolChoiceAllowedTools:
+      description: Allowed tools response format for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: allowed_tools
+          default: allowed_tools
+          title: Type
+          type: string
+        allowed_tools:
+          $ref: '#/components/schemas/AllowedToolsConfig'
+      required:
+      - allowed_tools
+      title: OpenAIChatCompletionToolChoiceAllowedTools
+      type: object
+    OpenAIChatCompletionToolChoiceCustomTool:
+      description: Custom tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: custom
+          default: custom
+          title: Type
+          type: string
+        custom:
+          $ref: '#/components/schemas/CustomToolConfig'
+      required:
+      - custom
+      title: OpenAIChatCompletionToolChoiceCustomTool
+      type: object
+    OpenAIChatCompletionToolChoiceFunctionTool:
+      description: Function tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: function
+          default: function
+          title: Type
+          type: string
+        function:
+          $ref: '#/components/schemas/FunctionToolConfig'
+      required:
+      - function
+      title: OpenAIChatCompletionToolChoiceFunctionTool
+      type: object
+    OpenAIChatCompletionToolChoice:
+      discriminator:
+        mapping:
+          allowed_tools: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+          custom: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+          function: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        propertyName: type
+      oneOf:
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+        title: OpenAIChatCompletionToolChoiceAllowedTools
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        title: OpenAIChatCompletionToolChoiceFunctionTool
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+        title: OpenAIChatCompletionToolChoiceCustomTool
+      title: OpenAIChatCompletionToolChoiceAllowedTools | OpenAIChatCompletionToolChoiceFunctionTool | OpenAIChatCompletionToolChoiceCustomTool
+    OpenAIResponseInputToolChoice:
+      anyOf:
+      - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+        title: OpenAIResponseInputToolChoiceMode
+      - discriminator:
+          mapping:
+            allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+            custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+            file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+            function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+            mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+            web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          propertyName: type
+        oneOf:
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+          title: OpenAIResponseInputToolChoiceAllowedTools
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+          title: OpenAIResponseInputToolChoiceFileSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          title: OpenAIResponseInputToolChoiceWebSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+          title: OpenAIResponseInputToolChoiceFunctionTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+          title: OpenAIResponseInputToolChoiceMCPTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+          title: OpenAIResponseInputToolChoiceCustomTool
+        title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+      title: OpenAIResponseInputToolChoiceMode
     OpenAIResponseContentPart:
       discriminator:
         mapping:
diff --git a/docs/static/experimental-llama-stack-spec.yaml b/docs/static/experimental-llama-stack-spec.yaml
index 4d5a43693..913bec2f6 100644
--- a/docs/static/experimental-llama-stack-spec.yaml
+++ b/docs/static/experimental-llama-stack-spec.yaml
@@ -3318,6 +3318,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -3724,6 +3756,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -7632,6 +7696,112 @@ components:
       type: object
       title: OpenAIChatCompletionUsagePromptTokensDetails
       description: Token details for prompt tokens in OpenAI chat completion usage.
+    OpenAIResponseInputToolChoiceAllowedTools:
+      properties:
+        mode:
+          type: string
+          enum:
+          - auto
+          - required
+          title: Mode
+          default: auto
+        tools:
+          items:
+            additionalProperties:
+              type: string
+            type: object
+          type: array
+          title: Tools
+        type:
+          type: string
+          const: allowed_tools
+          title: Type
+          default: allowed_tools
+      type: object
+      required:
+      - tools
+      title: OpenAIResponseInputToolChoiceAllowedTools
+      description: Constrains the tools available to the model to a pre-defined set.
+    OpenAIResponseInputToolChoiceCustomTool:
+      properties:
+        type:
+          type: string
+          const: custom
+          title: Type
+          default: custom
+        name:
+          type: string
+          title: Name
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceCustomTool
+      description: Forces the model to call a custom tool.
+    OpenAIResponseInputToolChoiceFileSearch:
+      properties:
+        type:
+          type: string
+          const: file_search
+          title: Type
+          default: file_search
+      type: object
+      title: OpenAIResponseInputToolChoiceFileSearch
+      description: Indicates that the model should use file search to generate a response.
+    OpenAIResponseInputToolChoiceFunctionTool:
+      properties:
+        name:
+          type: string
+          title: Name
+        type:
+          type: string
+          const: function
+          title: Type
+          default: function
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceFunctionTool
+      description: Forces the model to call a specific function.
+    OpenAIResponseInputToolChoiceMCPTool:
+      properties:
+        server_label:
+          type: string
+          title: Server Label
+        type:
+          type: string
+          const: mcp
+          title: Type
+          default: mcp
+        name:
+          anyOf:
+          - type: string
+          - type: 'null'
+      type: object
+      required:
+      - server_label
+      title: OpenAIResponseInputToolChoiceMCPTool
+      description: Forces the model to call a specific tool on a remote MCP server
+    OpenAIResponseInputToolChoiceMode:
+      type: string
+      enum:
+      - auto
+      - required
+      - none
+      title: OpenAIResponseInputToolChoiceMode
+    OpenAIResponseInputToolChoiceWebSearch:
+      properties:
+        type:
+          title: Type
+          default: web_search
+          type: string
+          enum:
+          - web_search
+          - web_search_preview
+          - web_search_preview_2025_03_11
+          - web_search_2025_08_26
+      type: object
+      title: OpenAIResponseInputToolChoiceWebSearch
+      description: Indicates that the model should use web search to generate a response
     OpenAIResponseMessage-Output:
       properties:
         content:
@@ -7949,6 +8119,132 @@ components:
       - $ref: '#/components/schemas/GrammarResponseFormat'
         title: GrammarResponseFormat
       title: JsonSchemaResponseFormat | GrammarResponseFormat
+    AllowedToolsConfig:
+      properties:
+        tools:
+          items:
+            additionalProperties: true
+            type: object
+          title: Tools
+          type: array
+        mode:
+          enum:
+          - auto
+          - required
+          title: Mode
+          type: string
+      required:
+      - tools
+      - mode
+      title: AllowedToolsConfig
+      type: object
+    CustomToolConfig:
+      description: Custom tool configuration for OpenAI-compatible chat completion requests.
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: CustomToolConfig
+      type: object
+    FunctionToolConfig:
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: FunctionToolConfig
+      type: object
+    OpenAIChatCompletionToolChoiceAllowedTools:
+      description: Allowed tools response format for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: allowed_tools
+          default: allowed_tools
+          title: Type
+          type: string
+        allowed_tools:
+          $ref: '#/components/schemas/AllowedToolsConfig'
+      required:
+      - allowed_tools
+      title: OpenAIChatCompletionToolChoiceAllowedTools
+      type: object
+    OpenAIChatCompletionToolChoiceCustomTool:
+      description: Custom tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: custom
+          default: custom
+          title: Type
+          type: string
+        custom:
+          $ref: '#/components/schemas/CustomToolConfig'
+      required:
+      - custom
+      title: OpenAIChatCompletionToolChoiceCustomTool
+      type: object
+    OpenAIChatCompletionToolChoiceFunctionTool:
+      description: Function tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: function
+          default: function
+          title: Type
+          type: string
+        function:
+          $ref: '#/components/schemas/FunctionToolConfig'
+      required:
+      - function
+      title: OpenAIChatCompletionToolChoiceFunctionTool
+      type: object
+    OpenAIChatCompletionToolChoice:
+      discriminator:
+        mapping:
+          allowed_tools: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+          custom: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+          function: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        propertyName: type
+      oneOf:
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+        title: OpenAIChatCompletionToolChoiceAllowedTools
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        title: OpenAIChatCompletionToolChoiceFunctionTool
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+        title: OpenAIChatCompletionToolChoiceCustomTool
+      title: OpenAIChatCompletionToolChoiceAllowedTools | OpenAIChatCompletionToolChoiceFunctionTool | OpenAIChatCompletionToolChoiceCustomTool
+    OpenAIResponseInputToolChoice:
+      anyOf:
+      - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+        title: OpenAIResponseInputToolChoiceMode
+      - discriminator:
+          mapping:
+            allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+            custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+            file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+            function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+            mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+            web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          propertyName: type
+        oneOf:
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+          title: OpenAIResponseInputToolChoiceAllowedTools
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+          title: OpenAIResponseInputToolChoiceFileSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          title: OpenAIResponseInputToolChoiceWebSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+          title: OpenAIResponseInputToolChoiceFunctionTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+          title: OpenAIResponseInputToolChoiceMCPTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+          title: OpenAIResponseInputToolChoiceCustomTool
+        title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+      title: OpenAIResponseInputToolChoiceMode
     OpenAIResponseContentPart:
       discriminator:
         mapping:
diff --git a/docs/static/llama-stack-spec.html b/docs/static/llama-stack-spec.html
new file mode 100644
index 000000000..b0e6f13a1
--- /dev/null
+++ b/docs/static/llama-stack-spec.html
@@ -0,0 +1,14231 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <title>OpenAPI specification</title>
+    <link href="https://fonts.googleapis.com/css?family=Montserrat:300,400,700|Roboto:300,400,700" rel="stylesheet">
+    <script type="module" src="https://cdn.jsdelivr.net/npm/@stoplight/elements/web-components.min.js"></script>
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@stoplight/elements/styles.min.css">
+    <style>
+        body {
+            margin: 0;
+            padding: 0;
+            height: 100vh;
+        }
+
+        elements-api {
+            height: 100%;
+        }
+    </style>
+</head>
+
+<body>
+    <elements-api id="openapi-container" router="hash" layout="sidebar" hideExport="true"
+        hideInternal="true"></elements-api>
+
+    <script>
+        document.addEventListener("DOMContentLoaded", function () {
+            const spec = {
+    "openapi": "3.1.0",
+    "info": {
+        "title": "Llama Stack Specification",
+        "version": "v1",
+        "description": "This is the specification of the Llama Stack that provides\n                a set of endpoints and their corresponding interfaces that are tailored to\n                best leverage Llama Models.\n\n**✅ STABLE**: Production-ready APIs with backward compatibility guarantees."
+    },
+    "servers": [
+        {
+            "url": "http://any-hosted-llama-stack.com"
+        }
+    ],
+    "paths": {
+        "/v1/batches": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of batch objects.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListBatchesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "List all batches for the current user.",
+                "description": "List all batches for the current user.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for pagination; returns batches after this batch ID.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "Number of batches to return (default 20, max 100).",
+                        "required": true,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Create a new batch for processing multiple API requests.",
+                "description": "Create a new batch for processing multiple API requests.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateBatchRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Retrieve information about a specific batch.",
+                "description": "Retrieve information about a specific batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Cancel a batch that is in progress.",
+                "description": "Cancel a batch that is in progress.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/chat/completions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIChatCompletionResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIChatCompletionResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "List chat completions.",
+                "description": "List chat completions.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last chat completion to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The maximum number of chat completions to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort the chat completions by: \"asc\" or \"desc\". Defaults to \"desc\".",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIChatCompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "oneOf": [
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletion"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletionChunk"
+                                        }
+                                    ]
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create chat completions.",
+                "description": "Create chat completions.\nGenerate an OpenAI-compatible chat completion for the given messages using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIChatCompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/chat/completions/{completion_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A OpenAICompletionWithInputMessages.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletionWithInputMessages"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Get chat completion.",
+                "description": "Get chat completion.\nDescribe a chat completion by its ID.",
+                "parameters": [
+                    {
+                        "name": "completion_id",
+                        "in": "path",
+                        "description": "ID of the chat completion.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/completions": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAICompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletion"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create completion.",
+                "description": "Create completion.\nGenerate an OpenAI-compatible completion for the given prompt using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Create a conversation.",
+                "description": "Create a conversation.\nCreate a conversation.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateConversationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Retrieve a conversation.",
+                "description": "Retrieve a conversation.\nGet a conversation with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Update a conversation.",
+                "description": "Update a conversation.\nUpdate a conversation's metadata with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/UpdateConversationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "The deleted conversation resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationDeletedResource"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Delete a conversation.",
+                "description": "Delete a conversation.\nDelete a conversation with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}/items": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "List of conversation items.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemList"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "List items.",
+                "description": "List items.\nList items in the conversation.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "An item ID to list items after, used in pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "include",
+                        "in": "query",
+                        "description": "Specify additional output data to include in the response.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string",
+                                "enum": [
+                                    "web_search_call.action.sources",
+                                    "code_interpreter_call.outputs",
+                                    "computer_call_output.output.image_url",
+                                    "file_search_call.results",
+                                    "message.input_image.image_url",
+                                    "message.output_text.logprobs",
+                                    "reasoning.encrypted_content"
+                                ],
+                                "title": "ConversationItemInclude",
+                                "description": "Specify additional output data to include in the model response."
+                            }
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned (1-100, default 20).",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to return items in (asc or desc, default desc).",
+                        "required": false,
+                        "schema": {
+                            "type": "string",
+                            "enum": [
+                                "asc",
+                                "desc"
+                            ]
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "List of created items.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemList"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Create items.",
+                "description": "Create items.\nCreate items in the conversation.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/AddItemsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The conversation item.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItem"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Retrieve an item.",
+                "description": "Retrieve an item.\nRetrieve a conversation item.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "item_id",
+                        "in": "path",
+                        "description": "The item identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "The deleted item resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemDeletedResource"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Delete an item.",
+                "description": "Delete an item.\nDelete a conversation item.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "item_id",
+                        "in": "path",
+                        "description": "The item identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/embeddings": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIEmbeddingsResponse containing the embeddings.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIEmbeddingsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create embeddings.",
+                "description": "Create embeddings.\nGenerate OpenAI-compatible embeddings for the given input using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIEmbeddingsRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIFileResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIFileResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "List files.",
+                "description": "List files.\nReturns a list of files that belong to the user's organization.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include after=obj_foo in order to fetch the next page of the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 10,000, and the default is 10,000.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    },
+                    {
+                        "name": "purpose",
+                        "in": "query",
+                        "description": "Only return files with the given purpose.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/OpenAIFilePurpose"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject representing the uploaded file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Upload file.",
+                "description": "Upload file.\nUpload a file that can be used across various endpoints.\n\nThe file upload should be a multipart form request with:\n- file: The File object (not file name) to be uploaded.\n- purpose: The intended purpose of the uploaded file.\n- expires_after: Optional form values describing expiration for the file.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "multipart/form-data": {
+                            "schema": {
+                                "type": "object",
+                                "properties": {
+                                    "file": {
+                                        "type": "string",
+                                        "format": "binary"
+                                    },
+                                    "purpose": {
+                                        "$ref": "#/components/schemas/OpenAIFilePurpose"
+                                    },
+                                    "expires_after": {
+                                        "$ref": "#/components/schemas/ExpiresAfter"
+                                    }
+                                },
+                                "required": [
+                                    "file",
+                                    "purpose"
+                                ]
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject containing file information.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file.",
+                "description": "Retrieve file.\nReturns information about a specific file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileDeleteResponse indicating successful deletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Delete file.",
+                "description": "Delete file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The raw file content as a binary response.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Response"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file content.",
+                "description": "Retrieve file content.\nReturns the contents of the specified file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/health": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Health information indicating if the service is operational.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HealthInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "Get health status.",
+                "description": "Get health status.\nGet the current health status of the service.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/inspect/routes": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Response containing information about all available routes.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListRoutesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "List routes.",
+                "description": "List routes.\nList all available API routes with their methods and implementing providers.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/models": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListModelsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListModelsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "List all models.",
+                "description": "List all models.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Model.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Model"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Register model.",
+                "description": "Register model.\nRegister a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterModelRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/models/{model_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Model.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Model"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Get model.",
+                "description": "Get model.\nGet a model by its identifier.",
+                "parameters": [
+                    {
+                        "name": "model_id",
+                        "in": "path",
+                        "description": "The identifier of the model to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Unregister model.",
+                "description": "Unregister model.\nUnregister a model.",
+                "parameters": [
+                    {
+                        "name": "model_id",
+                        "in": "path",
+                        "description": "The identifier of the model to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/moderations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A moderation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ModerationObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Safety"
+                ],
+                "summary": "Create moderation.",
+                "description": "Create moderation.\nClassifies if text and/or image inputs are potentially harmful.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunModerationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPromptsResponse containing all prompts.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPromptsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "List all prompts.",
+                "description": "List all prompts.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created Prompt resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Create prompt.",
+                "description": "Create prompt.\nCreate a new prompt.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreatePromptRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Prompt resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Get prompt.",
+                "description": "Get prompt.\nGet a prompt by its identifier and optional version.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "version",
+                        "in": "query",
+                        "description": "The version of the prompt to get (defaults to latest).",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated Prompt resource with incremented version.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Update prompt.",
+                "description": "Update prompt.\nUpdate an existing prompt (increments version).",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/UpdatePromptRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Delete prompt.",
+                "description": "Delete prompt.\nDelete a prompt.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}/set-default-version": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The prompt with the specified version now set as default.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Set prompt version.",
+                "description": "Set prompt version.\nSet which version of a prompt should be the default in get_prompt (latest).",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SetDefaultVersionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}/versions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPromptsResponse containing all versions of the prompt.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPromptsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "List prompt versions.",
+                "description": "List prompt versions.\nList all versions of a specific prompt.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to list versions for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/providers": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListProvidersResponse containing information about all providers.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListProvidersResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Providers"
+                ],
+                "summary": "List providers.",
+                "description": "List providers.\nList all available providers.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/providers/{provider_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ProviderInfo object containing the provider's details.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ProviderInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Providers"
+                ],
+                "summary": "Get provider.",
+                "description": "Get provider.\nGet detailed information about a specific provider.",
+                "parameters": [
+                    {
+                        "name": "provider_id",
+                        "in": "path",
+                        "description": "The ID of the provider to inspect.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/responses": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all responses.",
+                "description": "List all responses.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last response to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of responses to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter responses by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort responses by when sorted by created_at ('asc' or 'desc').",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObjectStream"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a model response.",
+                "description": "Create a model response.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateOpenaiResponseRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false,
+                "x-llama-stack-extra-body-params": [
+                    {
+                        "name": "guardrails",
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "oneOf": [
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "$ref": "#/components/schemas/ResponseGuardrailSpec"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "List of guardrails to apply during response generation. Guardrails provide safety and content moderation.",
+                        "required": false
+                    }
+                ]
+            }
+        },
+        "/v1/responses/{response_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Get a model response.",
+                "description": "Get a model response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIDeleteResponseObject",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIDeleteResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete a response.",
+                "description": "Delete a response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/responses/{response_id}/input_items": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIResponseInputItem.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseInputItem"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List input items.",
+                "description": "List input items.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the response to retrieve input items for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "An item ID to list items after, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "An item ID to list items before, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "include",
+                        "in": "query",
+                        "description": "Additional fields to include in the response.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to return the input items in. Default is desc.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/safety/run-shield": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A RunShieldResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/RunShieldResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Safety"
+                ],
+                "summary": "Run shield.",
+                "description": "Run shield.\nRun a shield.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunShieldRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring-functions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListScoringFunctionsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListScoringFunctionsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "List all scoring functions.",
+                "description": "List all scoring functions.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Register a scoring function.",
+                "description": "Register a scoring function.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterScoringFunctionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring-functions/{scoring_fn_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoringFn.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoringFn"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Get a scoring function by its ID.",
+                "description": "Get a scoring function by its ID.",
+                "parameters": [
+                    {
+                        "name": "scoring_fn_id",
+                        "in": "path",
+                        "description": "The ID of the scoring function to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Unregister a scoring function.",
+                "description": "Unregister a scoring function.",
+                "parameters": [
+                    {
+                        "name": "scoring_fn_id",
+                        "in": "path",
+                        "description": "The ID of the scoring function to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/scoring/score": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoreResponse object containing rows and aggregated results.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoreResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Scoring"
+                ],
+                "summary": "Score a list of rows.",
+                "description": "Score a list of rows.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ScoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring/score-batch": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoreBatchResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoreBatchResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Scoring"
+                ],
+                "summary": "Score a batch of rows.",
+                "description": "Score a batch of rows.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ScoreBatchRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/shields": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListShieldsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListShieldsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "List all shields.",
+                "description": "List all shields.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Shield.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Shield"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Register a shield.",
+                "description": "Register a shield.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterShieldRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/shields/{identifier}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Shield.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Shield"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Get a shield by its identifier.",
+                "description": "Get a shield by its identifier.",
+                "parameters": [
+                    {
+                        "name": "identifier",
+                        "in": "path",
+                        "description": "The identifier of the shield to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Unregister a shield.",
+                "description": "Unregister a shield.",
+                "parameters": [
+                    {
+                        "name": "identifier",
+                        "in": "path",
+                        "description": "The identifier of the shield to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/synthetic-data-generation/generate": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "Response containing filtered synthetic data samples and optional statistics",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/SyntheticDataGenerationResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "SyntheticDataGeneration (Coming Soon)"
+                ],
+                "summary": "Generate synthetic data based on input dialogs and apply filtering.",
+                "description": "Generate synthetic data based on input dialogs and apply filtering.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SyntheticDataGenerateRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/invoke": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolInvocationResult.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolInvocationResult"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Run a tool with the given arguments.",
+                "description": "Run a tool with the given arguments.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InvokeToolRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/list-tools": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolDefsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolDefsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "List all tools in the runtime.",
+                "description": "List all tools in the runtime.",
+                "parameters": [
+                    {
+                        "name": "tool_group_id",
+                        "in": "query",
+                        "description": "The ID of the tool group to list tools for.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "mcp_endpoint",
+                        "in": "query",
+                        "description": "The MCP endpoint to use for the tool group.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/URL"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/rag-tool/insert": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Index documents so they can be used by the RAG system.",
+                "description": "Index documents so they can be used by the RAG system.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InsertRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/rag-tool/query": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "RAGQueryResult containing the retrieved content and metadata",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/RAGQueryResult"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Query the RAG system for context; typically invoked by the agent.",
+                "description": "Query the RAG system for context; typically invoked by the agent.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/QueryRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/toolgroups": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolGroupsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolGroupsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "List tool groups with optional provider.",
+                "description": "List tool groups with optional provider.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Register a tool group.",
+                "description": "Register a tool group.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterToolGroupRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/toolgroups/{toolgroup_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolGroup.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolGroup"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Get a tool group by its ID.",
+                "description": "Get a tool group by its ID.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "path",
+                        "description": "The ID of the tool group to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Unregister a tool group.",
+                "description": "Unregister a tool group.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "path",
+                        "description": "The ID of the tool group to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tools": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolDefsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolDefsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "List tools with optional tool group.",
+                "description": "List tools with optional tool group.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "query",
+                        "description": "The ID of the tool group to list tools for.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tools/{tool_name}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolDef.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolDef"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Get a tool by its name.",
+                "description": "Get a tool by its name.",
+                "parameters": [
+                    {
+                        "name": "tool_name",
+                        "in": "path",
+                        "description": "The name of the tool to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector-io/insert": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Insert chunks into a vector database.",
+                "description": "Insert chunks into a vector database.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InsertChunksRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector-io/query": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A QueryChunksResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/QueryChunksResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Query chunks from a vector database.",
+                "description": "Query chunks from a vector database.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/QueryChunksRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListResponse containing the list of vector stores.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector stores.",
+                "description": "Returns a list of vector stores.",
+                "parameters": [
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the created vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Creates a vector store.",
+                "description": "Creates a vector store.\nGenerate an OpenAI-compatible vector store with the given parameters.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store.",
+                "description": "Retrieves a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the updated vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store.",
+                "description": "Updates a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store.",
+                "description": "Delete a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the created file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Create a vector store file batch.",
+                "description": "Create a vector store file batch.\nGenerate an OpenAI-compatible vector store file batch for the given vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to create the file batch for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreFileBatchRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieve a vector store file batch.",
+                "description": "Retrieve a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the cancelled file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Cancels a vector store file batch.",
+                "description": "Cancels a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFilesListInBatchResponse containing the list of files in the batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFilesListInBatchResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector store files in a batch.",
+                "description": "Returns a list of vector store files in a batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "Filter by file status. One of in_progress, completed, failed, cancelled.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListFilesResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListFilesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "List files in a vector store.",
+                "description": "List files in a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "(Optional) A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "(Optional) Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "(Optional) Filter by file status to only return files with the specified status.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/VectorStoreFileStatus"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the attached file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Attach a file to a vector store.",
+                "description": "Attach a file to a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to attach the file to.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiAttachFileToVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store file.",
+                "description": "Retrieves a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the updated file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store file.",
+                "description": "Updates a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreFileRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store file.",
+                "description": "Delete a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of InterleavedContent representing the file contents.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileContentsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves the contents of a vector store file.",
+                "description": "Retrieves the contents of a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/search": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreSearchResponse containing the search results.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreSearchResponsePage"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Search for chunks in a vector store.",
+                "description": "Search for chunks in a vector store.\nSearches a vector store for relevant chunks based on a query and optional file attribute filters.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to search.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiSearchVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/version": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Version information containing the service version number.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VersionInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "Get version.",
+                "description": "Get version.\nGet the version of the service.",
+                "parameters": [],
+                "deprecated": false
+            }
+        }
+    },
+    "jsonSchemaDialect": "https://json-schema.org/draft/2020-12/schema",
+    "components": {
+        "schemas": {
+            "Error": {
+                "type": "object",
+                "properties": {
+                    "status": {
+                        "type": "integer",
+                        "description": "HTTP status code"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Error title, a short summary of the error which is invariant for an error type"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "Error detail, a longer human-readable description of the error"
+                    },
+                    "instance": {
+                        "type": "string",
+                        "description": "(Optional) A URL which can be used to retrieve more information about the specific occurrence of the error"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "status",
+                    "title",
+                    "detail"
+                ],
+                "title": "Error",
+                "description": "Error response from the API. Roughly follows RFC 7807."
+            },
+            "ListBatchesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string"
+                                },
+                                "completion_window": {
+                                    "type": "string"
+                                },
+                                "created_at": {
+                                    "type": "integer"
+                                },
+                                "endpoint": {
+                                    "type": "string"
+                                },
+                                "input_file_id": {
+                                    "type": "string"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "batch"
+                                },
+                                "status": {
+                                    "type": "string",
+                                    "enum": [
+                                        "validating",
+                                        "failed",
+                                        "in_progress",
+                                        "finalizing",
+                                        "completed",
+                                        "expired",
+                                        "cancelling",
+                                        "cancelled"
+                                    ]
+                                },
+                                "cancelled_at": {
+                                    "type": "integer"
+                                },
+                                "cancelling_at": {
+                                    "type": "integer"
+                                },
+                                "completed_at": {
+                                    "type": "integer"
+                                },
+                                "error_file_id": {
+                                    "type": "string"
+                                },
+                                "errors": {
+                                    "type": "object",
+                                    "properties": {
+                                        "data": {
+                                            "type": "array",
+                                            "items": {
+                                                "type": "object",
+                                                "properties": {
+                                                    "code": {
+                                                        "type": "string"
+                                                    },
+                                                    "line": {
+                                                        "type": "integer"
+                                                    },
+                                                    "message": {
+                                                        "type": "string"
+                                                    },
+                                                    "param": {
+                                                        "type": "string"
+                                                    }
+                                                },
+                                                "additionalProperties": false,
+                                                "title": "BatchError"
+                                            }
+                                        },
+                                        "object": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "Errors"
+                                },
+                                "expired_at": {
+                                    "type": "integer"
+                                },
+                                "expires_at": {
+                                    "type": "integer"
+                                },
+                                "failed_at": {
+                                    "type": "integer"
+                                },
+                                "finalizing_at": {
+                                    "type": "integer"
+                                },
+                                "in_progress_at": {
+                                    "type": "integer"
+                                },
+                                "metadata": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "type": "string"
+                                    }
+                                },
+                                "model": {
+                                    "type": "string"
+                                },
+                                "output_file_id": {
+                                    "type": "string"
+                                },
+                                "request_counts": {
+                                    "type": "object",
+                                    "properties": {
+                                        "completed": {
+                                            "type": "integer"
+                                        },
+                                        "failed": {
+                                            "type": "integer"
+                                        },
+                                        "total": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "completed",
+                                        "failed",
+                                        "total"
+                                    ],
+                                    "title": "BatchRequestCounts"
+                                },
+                                "usage": {
+                                    "type": "object",
+                                    "properties": {
+                                        "input_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "input_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "cached_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "cached_tokens"
+                                            ],
+                                            "title": "InputTokensDetails"
+                                        },
+                                        "output_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "output_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "reasoning_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "reasoning_tokens"
+                                            ],
+                                            "title": "OutputTokensDetails"
+                                        },
+                                        "total_tokens": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "input_tokens",
+                                        "input_tokens_details",
+                                        "output_tokens",
+                                        "output_tokens_details",
+                                        "total_tokens"
+                                    ],
+                                    "title": "BatchUsage"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "completion_window",
+                                "created_at",
+                                "endpoint",
+                                "input_file_id",
+                                "object",
+                                "status"
+                            ],
+                            "title": "Batch"
+                        }
+                    },
+                    "first_id": {
+                        "type": "string"
+                    },
+                    "last_id": {
+                        "type": "string"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "ListBatchesResponse",
+                "description": "Response containing a list of batch objects."
+            },
+            "CreateBatchRequest": {
+                "type": "object",
+                "properties": {
+                    "input_file_id": {
+                        "type": "string",
+                        "description": "The ID of an uploaded file containing requests for the batch."
+                    },
+                    "endpoint": {
+                        "type": "string",
+                        "description": "The endpoint to be used for all requests in the batch."
+                    },
+                    "completion_window": {
+                        "type": "string",
+                        "const": "24h",
+                        "description": "The time window within which the batch should be processed."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Optional metadata for the batch."
+                    },
+                    "idempotency_key": {
+                        "type": "string",
+                        "description": "Optional idempotency key. When provided, enables idempotent behavior."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_file_id",
+                    "endpoint",
+                    "completion_window"
+                ],
+                "title": "CreateBatchRequest"
+            },
+            "Batch": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "completion_window": {
+                        "type": "string"
+                    },
+                    "created_at": {
+                        "type": "integer"
+                    },
+                    "endpoint": {
+                        "type": "string"
+                    },
+                    "input_file_id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "batch"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "validating",
+                            "failed",
+                            "in_progress",
+                            "finalizing",
+                            "completed",
+                            "expired",
+                            "cancelling",
+                            "cancelled"
+                        ]
+                    },
+                    "cancelled_at": {
+                        "type": "integer"
+                    },
+                    "cancelling_at": {
+                        "type": "integer"
+                    },
+                    "completed_at": {
+                        "type": "integer"
+                    },
+                    "error_file_id": {
+                        "type": "string"
+                    },
+                    "errors": {
+                        "type": "object",
+                        "properties": {
+                            "data": {
+                                "type": "array",
+                                "items": {
+                                    "type": "object",
+                                    "properties": {
+                                        "code": {
+                                            "type": "string"
+                                        },
+                                        "line": {
+                                            "type": "integer"
+                                        },
+                                        "message": {
+                                            "type": "string"
+                                        },
+                                        "param": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "BatchError"
+                                }
+                            },
+                            "object": {
+                                "type": "string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "Errors"
+                    },
+                    "expired_at": {
+                        "type": "integer"
+                    },
+                    "expires_at": {
+                        "type": "integer"
+                    },
+                    "failed_at": {
+                        "type": "integer"
+                    },
+                    "finalizing_at": {
+                        "type": "integer"
+                    },
+                    "in_progress_at": {
+                        "type": "integer"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        }
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "output_file_id": {
+                        "type": "string"
+                    },
+                    "request_counts": {
+                        "type": "object",
+                        "properties": {
+                            "completed": {
+                                "type": "integer"
+                            },
+                            "failed": {
+                                "type": "integer"
+                            },
+                            "total": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "completed",
+                            "failed",
+                            "total"
+                        ],
+                        "title": "BatchRequestCounts"
+                    },
+                    "usage": {
+                        "type": "object",
+                        "properties": {
+                            "input_tokens": {
+                                "type": "integer"
+                            },
+                            "input_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "cached_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "cached_tokens"
+                                ],
+                                "title": "InputTokensDetails"
+                            },
+                            "output_tokens": {
+                                "type": "integer"
+                            },
+                            "output_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "reasoning_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "reasoning_tokens"
+                                ],
+                                "title": "OutputTokensDetails"
+                            },
+                            "total_tokens": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "input_tokens",
+                            "input_tokens_details",
+                            "output_tokens",
+                            "output_tokens_details",
+                            "total_tokens"
+                        ],
+                        "title": "BatchUsage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "completion_window",
+                    "created_at",
+                    "endpoint",
+                    "input_file_id",
+                    "object",
+                    "status"
+                ],
+                "title": "Batch"
+            },
+            "Order": {
+                "type": "string",
+                "enum": [
+                    "asc",
+                    "desc"
+                ],
+                "title": "Order",
+                "description": "Sort order for paginated responses."
+            },
+            "ListOpenAIChatCompletionResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string",
+                                    "description": "The ID of the chat completion"
+                                },
+                                "choices": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIChoice"
+                                    },
+                                    "description": "List of choices"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "chat.completion",
+                                    "default": "chat.completion",
+                                    "description": "The object type, which will be \"chat.completion\""
+                                },
+                                "created": {
+                                    "type": "integer",
+                                    "description": "The Unix timestamp in seconds when the chat completion was created"
+                                },
+                                "model": {
+                                    "type": "string",
+                                    "description": "The model that was used to generate the chat completion"
+                                },
+                                "usage": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                                    "description": "Token usage information for the completion"
+                                },
+                                "input_messages": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIMessageParam"
+                                    }
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "choices",
+                                "object",
+                                "created",
+                                "model",
+                                "input_messages"
+                            ],
+                            "title": "OpenAICompletionWithInputMessages"
+                        },
+                        "description": "List of chat completion objects with their input messages"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more completions available beyond this list"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first completion in this list"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last completion in this list"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Must be \"list\" to identify this as a list response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIChatCompletionResponse",
+                "description": "Response from listing OpenAI-compatible chat completions."
+            },
+            "OpenAIAssistantMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the model's response"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the assistant message participant."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is an OpenAIChatCompletionToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role"
+                ],
+                "title": "OpenAIAssistantMessageParam",
+                "description": "A message containing the model's (assistant) response in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionContentPartImageParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image_url",
+                        "default": "image_url",
+                        "description": "Must be \"image_url\" to identify this as image content"
+                    },
+                    "image_url": {
+                        "$ref": "#/components/schemas/OpenAIImageURL",
+                        "description": "Image URL specification and processing details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image_url"
+                ],
+                "title": "OpenAIChatCompletionContentPartImageParam",
+                "description": "Image content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionContentPartParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIChatCompletionContentPartTextParam",
+                        "image_url": "#/components/schemas/OpenAIChatCompletionContentPartImageParam",
+                        "file": "#/components/schemas/OpenAIFile"
+                    }
+                }
+            },
+            "OpenAIChatCompletionContentPartTextParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to identify this as text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIChatCompletionContentPartTextParam",
+                "description": "Text content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionToolCall": {
+                "type": "object",
+                "properties": {
+                    "index": {
+                        "type": "integer",
+                        "description": "(Optional) Index of the tool call in the list"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Unique identifier for the tool call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Must be \"function\" to identify this as a function call"
+                    },
+                    "function": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionToolCallFunction",
+                        "description": "(Optional) Function call details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIChatCompletionToolCall",
+                "description": "Tool call specification for OpenAI-compatible chat completion responses."
+            },
+            "OpenAIChatCompletionToolCallFunction": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the function to call"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "(Optional) Arguments to pass to the function as a JSON string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChatCompletionToolCallFunction",
+                "description": "Function call details for OpenAI-compatible tool calls."
+            },
+            "OpenAIChatCompletionUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the prompt"
+                    },
+                    "completion_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the completion"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (prompt + completion)"
+                    },
+                    "prompt_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsagePromptTokensDetails",
+                        "description": "Token details for prompt tokens in OpenAI chat completion usage."
+                    },
+                    "completion_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsageCompletionTokensDetails",
+                        "description": "Token details for output tokens in OpenAI chat completion usage."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "completion_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIChatCompletionUsage",
+                "description": "Usage information for OpenAI chat completion."
+            },
+            "OpenAIChoice": {
+                "type": "object",
+                "properties": {
+                    "message": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "role",
+                            "mapping": {
+                                "user": "#/components/schemas/OpenAIUserMessageParam",
+                                "system": "#/components/schemas/OpenAISystemMessageParam",
+                                "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                                "tool": "#/components/schemas/OpenAIToolMessageParam",
+                                "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        },
+                        "description": "The message from the model"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "message",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChoice",
+                "description": "A choice from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIChoiceLogprobs": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    },
+                    "refusal": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceLogprobs",
+                "description": "The log probabilities for the tokens in the message from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIDeveloperMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "developer",
+                        "default": "developer",
+                        "description": "Must be \"developer\" to identify this as a developer message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the developer message"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the developer message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIDeveloperMessageParam",
+                "description": "A message from the developer in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file"
+                    },
+                    "file": {
+                        "$ref": "#/components/schemas/OpenAIFileFile"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file"
+                ],
+                "title": "OpenAIFile"
+            },
+            "OpenAIFileFile": {
+                "type": "object",
+                "properties": {
+                    "file_data": {
+                        "type": "string"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIFileFile"
+            },
+            "OpenAIImageURL": {
+                "type": "object",
+                "properties": {
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the image to include in the message"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "(Optional) Level of detail for image processing. Can be \"low\", \"high\", or \"auto\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "url"
+                ],
+                "title": "OpenAIImageURL",
+                "description": "Image URL specification for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIMessageParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "role",
+                    "mapping": {
+                        "user": "#/components/schemas/OpenAIUserMessageParam",
+                        "system": "#/components/schemas/OpenAISystemMessageParam",
+                        "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                        "tool": "#/components/schemas/OpenAIToolMessageParam",
+                        "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                }
+            },
+            "OpenAISystemMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the system message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAISystemMessageParam",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "OpenAITokenLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    },
+                    "top_logprobs": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITopLogProb"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob",
+                    "top_logprobs"
+                ],
+                "title": "OpenAITokenLogProb",
+                "description": "The log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIToolMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "tool_call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "tool_call_id",
+                    "content"
+                ],
+                "title": "OpenAIToolMessageParam",
+                "description": "A message representing the result of a tool invocation in an OpenAI-compatible chat completion request."
+            },
+            "OpenAITopLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob"
+                ],
+                "title": "OpenAITopLogProb",
+                "description": "The top log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIUserMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the user message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIUserMessageParam",
+                "description": "A message from the user in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the schema"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of the schema"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict adherence to the schema"
+                    },
+                    "schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The JSON schema definition"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "OpenAIJSONSchema",
+                "description": "JSON schema specification for OpenAI-compatible structured response format."
+            },
+            "OpenAIResponseFormatJSONObject": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_object",
+                        "default": "json_object",
+                        "description": "Must be \"json_object\" to indicate generic JSON object response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatJSONObject",
+                "description": "JSON object response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_schema",
+                        "default": "json_schema",
+                        "description": "Must be \"json_schema\" to indicate structured JSON response format"
+                    },
+                    "json_schema": {
+                        "$ref": "#/components/schemas/OpenAIJSONSchema",
+                        "description": "The JSON schema specification for the response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "json_schema"
+                ],
+                "title": "OpenAIResponseFormatJSONSchema",
+                "description": "JSON schema response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONSchema"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIResponseFormatText",
+                        "json_schema": "#/components/schemas/OpenAIResponseFormatJSONSchema",
+                        "json_object": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                }
+            },
+            "OpenAIResponseFormatText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to indicate plain text response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatText",
+                "description": "Text response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIChatCompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        },
+                        "description": "List of messages in the conversation."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "function_call": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The function call to use."
+                    },
+                    "functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) List of functions to use."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_completion_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to parallelize tool calls."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "response_format": {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatParam",
+                        "description": "(Optional) The response format to use."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "tool_choice": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The tool choice to use."
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) The tools to use."
+                    },
+                    "top_logprobs": {
+                        "type": "integer",
+                        "description": "(Optional) The top log probabilities to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "messages"
+                ],
+                "title": "OpenAIChatCompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible chat completion endpoint."
+            },
+            "OpenAIChatCompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletion",
+                "description": "Response from an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionChunk": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChunkChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion.chunk",
+                        "default": "chat.completion.chunk",
+                        "description": "The object type, which will be \"chat.completion.chunk\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information (typically included in final chunk with stream_options)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletionChunk",
+                "description": "Chunk from a streaming response to an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChoiceDelta": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "string",
+                        "description": "(Optional) The content of the delta"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "(Optional) The refusal of the delta"
+                    },
+                    "role": {
+                        "type": "string",
+                        "description": "(Optional) The role of the delta"
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "(Optional) The tool calls of the delta"
+                    },
+                    "reasoning_content": {
+                        "type": "string",
+                        "description": "(Optional) The reasoning content from the model (non-standard, for o1/o3 models)"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceDelta",
+                "description": "A delta from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAIChunkChoice": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "$ref": "#/components/schemas/OpenAIChoiceDelta",
+                        "description": "The delta from the chunk"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChunkChoice",
+                "description": "A chunk choice from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAICompletionWithInputMessages": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    },
+                    "input_messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model",
+                    "input_messages"
+                ],
+                "title": "OpenAICompletionWithInputMessages"
+            },
+            "OpenAICompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "prompt": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "integer"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "array",
+                                    "items": {
+                                        "type": "integer"
+                                    }
+                                }
+                            }
+                        ],
+                        "description": "The prompt to generate a completion for."
+                    },
+                    "best_of": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "echo": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to echo the prompt."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    },
+                    "suffix": {
+                        "type": "string",
+                        "description": "(Optional) The suffix that should be appended to the completion."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "prompt"
+                ],
+                "title": "OpenAICompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible completion endpoint."
+            },
+            "OpenAICompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAICompletionChoice"
+                        }
+                    },
+                    "created": {
+                        "type": "integer"
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "text_completion",
+                        "default": "text_completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "created",
+                    "model",
+                    "object"
+                ],
+                "title": "OpenAICompletion",
+                "description": "Response from an OpenAI-compatible completion request."
+            },
+            "OpenAICompletionChoice": {
+                "type": "object",
+                "properties": {
+                    "finish_reason": {
+                        "type": "string"
+                    },
+                    "text": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "finish_reason",
+                    "text",
+                    "index"
+                ],
+                "title": "OpenAICompletionChoice",
+                "description": "A choice from an OpenAI-compatible completion response."
+            },
+            "ConversationItem": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalResponse"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "message": "#/components/schemas/OpenAIResponseMessage",
+                        "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                        "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                        "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                        "function_call_output": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput",
+                        "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest",
+                        "mcp_approval_response": "#/components/schemas/OpenAIResponseMCPApprovalResponse",
+                        "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                        "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    }
+                }
+            },
+            "OpenAIResponseAnnotationCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "url_citation",
+                        "default": "url_citation",
+                        "description": "Annotation type identifier, always \"url_citation\""
+                    },
+                    "end_index": {
+                        "type": "integer",
+                        "description": "End position of the citation span in the content"
+                    },
+                    "start_index": {
+                        "type": "integer",
+                        "description": "Start position of the citation span in the content"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Title of the referenced web resource"
+                    },
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the referenced web resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "end_index",
+                    "start_index",
+                    "title",
+                    "url"
+                ],
+                "title": "OpenAIResponseAnnotationCitation",
+                "description": "URL citation annotation for referencing external web resources."
+            },
+            "OpenAIResponseAnnotationContainerFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "container_file_citation",
+                        "default": "container_file_citation"
+                    },
+                    "container_id": {
+                        "type": "string"
+                    },
+                    "end_index": {
+                        "type": "integer"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    },
+                    "start_index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "container_id",
+                    "end_index",
+                    "file_id",
+                    "filename",
+                    "start_index"
+                ],
+                "title": "OpenAIResponseAnnotationContainerFileCitation"
+            },
+            "OpenAIResponseAnnotationFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_citation",
+                        "default": "file_citation",
+                        "description": "Annotation type identifier, always \"file_citation\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the referenced file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the referenced file"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "Position index of the citation within the content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "filename",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFileCitation",
+                "description": "File citation annotation for referencing specific files in response content."
+            },
+            "OpenAIResponseAnnotationFilePath": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_path",
+                        "default": "file_path"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFilePath"
+            },
+            "OpenAIResponseAnnotations": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                        "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                        "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                        "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                }
+            },
+            "OpenAIResponseContentPartRefusal": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "refusal",
+                        "default": "refusal",
+                        "description": "Content part type identifier, always \"refusal\""
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Refusal text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "refusal"
+                ],
+                "title": "OpenAIResponseContentPartRefusal",
+                "description": "Refusal content within a streamed response part."
+            },
+            "OpenAIResponseInputFunctionToolCallOutput": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "output": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call_output",
+                        "default": "function_call_output"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "output",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputFunctionToolCallOutput",
+                "description": "This represents the output of a function call that gets passed back to the model."
+            },
+            "OpenAIResponseInputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentImage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "input_text": "#/components/schemas/OpenAIResponseInputMessageContentText",
+                        "input_image": "#/components/schemas/OpenAIResponseInputMessageContentImage",
+                        "input_file": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                }
+            },
+            "OpenAIResponseInputMessageContentFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "input_file",
+                        "default": "input_file",
+                        "description": "The type of the input item. Always `input_file`."
+                    },
+                    "file_data": {
+                        "type": "string",
+                        "description": "The data of the file to be sent to the model."
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "file_url": {
+                        "type": "string",
+                        "description": "The URL of the file to be sent to the model."
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file to be sent to the model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentFile",
+                "description": "File content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentImage": {
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "low"
+                            },
+                            {
+                                "type": "string",
+                                "const": "high"
+                            },
+                            {
+                                "type": "string",
+                                "const": "auto"
+                            }
+                        ],
+                        "default": "auto",
+                        "description": "Level of detail for image processing, can be \"low\", \"high\", or \"auto\""
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_image",
+                        "default": "input_image",
+                        "description": "Content type identifier, always \"input_image\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "image_url": {
+                        "type": "string",
+                        "description": "(Optional) URL of the image content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "detail",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentImage",
+                "description": "Image content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the input message"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_text",
+                        "default": "input_text",
+                        "description": "Content type identifier, always \"input_text\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentText",
+                "description": "Text content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseMCPApprovalRequest": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "name": {
+                        "type": "string"
+                    },
+                    "server_label": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_request",
+                        "default": "mcp_approval_request"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "id",
+                    "name",
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalRequest",
+                "description": "A request for human approval of a tool invocation."
+            },
+            "OpenAIResponseMCPApprovalResponse": {
+                "type": "object",
+                "properties": {
+                    "approval_request_id": {
+                        "type": "string"
+                    },
+                    "approve": {
+                        "type": "boolean"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_response",
+                        "default": "mcp_approval_response"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "reason": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "approval_request_id",
+                    "approve",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalResponse",
+                "description": "A response to an MCP approval request."
+            },
+            "OpenAIResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseOutputMessageContent"
+                                }
+                            }
+                        ]
+                    },
+                    "role": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "system"
+                            },
+                            {
+                                "type": "string",
+                                "const": "developer"
+                            },
+                            {
+                                "type": "string",
+                                "const": "user"
+                            },
+                            {
+                                "type": "string",
+                                "const": "assistant"
+                            }
+                        ]
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "message",
+                        "default": "message"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "role",
+                    "type"
+                ],
+                "title": "OpenAIResponseMessage",
+                "description": "Corresponds to the various Message types in the Responses API. They are all under one type because the Responses API gives them all the same \"type\" value, and there is no way to tell them apart in certain scenarios."
+            },
+            "OpenAIResponseOutputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
+                        "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                }
+            },
+            "OpenAIResponseOutputMessageContentOutputText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseOutputMessageContentOutputText"
+            },
+            "OpenAIResponseOutputMessageFileSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "queries": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of search queries executed"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the file search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "file_search_call",
+                        "default": "file_search_call",
+                        "description": "Tool call type identifier, always \"file_search_call\""
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "attributes": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "(Optional) Key-value attributes associated with the file"
+                                },
+                                "file_id": {
+                                    "type": "string",
+                                    "description": "Unique identifier of the file containing the result"
+                                },
+                                "filename": {
+                                    "type": "string",
+                                    "description": "Name of the file containing the result"
+                                },
+                                "score": {
+                                    "type": "number",
+                                    "description": "Relevance score for this search result (between 0 and 1)"
+                                },
+                                "text": {
+                                    "type": "string",
+                                    "description": "Text content of the search result"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "attributes",
+                                "file_id",
+                                "filename",
+                                "score",
+                                "text"
+                            ],
+                            "title": "OpenAIResponseOutputMessageFileSearchToolCallResults",
+                            "description": "Search results returned by the file search operation."
+                        },
+                        "description": "(Optional) Search results returned by the file search operation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "queries",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFileSearchToolCall",
+                "description": "File search tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageFunctionToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the function call"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function being called"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the function arguments"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call",
+                        "default": "function_call",
+                        "description": "Tool call type identifier, always \"function_call\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Additional identifier for the tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "(Optional) Current status of the function call execution"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "name",
+                    "arguments",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFunctionToolCall",
+                "description": "Function tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_call",
+                        "default": "mcp_call",
+                        "description": "Tool call type identifier, always \"mcp_call\""
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the MCP call arguments"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the MCP method being called"
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server handling the call"
+                    },
+                    "error": {
+                        "type": "string",
+                        "description": "(Optional) Error message if the MCP call failed"
+                    },
+                    "output": {
+                        "type": "string",
+                        "description": "(Optional) Output result from the successful MCP call"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "arguments",
+                    "name",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPCall",
+                "description": "Model Context Protocol (MCP) call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPListTools": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP list tools operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_list_tools",
+                        "default": "mcp_list_tools",
+                        "description": "Tool call type identifier, always \"mcp_list_tools\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server providing the tools"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "input_schema": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "JSON schema defining the tool's input parameters"
+                                },
+                                "name": {
+                                    "type": "string",
+                                    "description": "Name of the tool"
+                                },
+                                "description": {
+                                    "type": "string",
+                                    "description": "(Optional) Description of what the tool does"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "input_schema",
+                                "name"
+                            ],
+                            "title": "MCPListToolsTool",
+                            "description": "Tool definition returned by MCP list tools operation."
+                        },
+                        "description": "List of available tools provided by the MCP server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "server_label",
+                    "tools"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPListTools",
+                "description": "MCP list tools output message containing available tools from an MCP server."
+            },
+            "OpenAIResponseOutputMessageWebSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the web search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_call",
+                        "default": "web_search_call",
+                        "description": "Tool call type identifier, always \"web_search_call\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageWebSearchToolCall",
+                "description": "Web search tool call output message for OpenAI responses."
+            },
+            "CreateConversationRequest": {
+                "type": "object",
+                "properties": {
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        },
+                        "description": "Initial items to include in the conversation context."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Set of key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "CreateConversationRequest"
+            },
+            "Conversation": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "conversation",
+                        "default": "conversation"
+                    },
+                    "created_at": {
+                        "type": "integer"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        }
+                    },
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "title": "dict",
+                            "description": "dict() -> new empty dictionary dict(mapping) -> new dictionary initialized from a mapping object's     (key, value) pairs dict(iterable) -> new dictionary initialized as if via:     d = {}     for k, v in iterable:         d[k] = v dict(**kwargs) -> new dictionary initialized with the name=value pairs     in the keyword argument list.  For example:  dict(one=1, two=2)"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at"
+                ],
+                "title": "Conversation",
+                "description": "OpenAI-compatible conversation object."
+            },
+            "UpdateConversationRequest": {
+                "type": "object",
+                "properties": {
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Set of key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "metadata"
+                ],
+                "title": "UpdateConversationRequest"
+            },
+            "ConversationDeletedResource": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "conversation.deleted"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "ConversationDeletedResource",
+                "description": "Response for deleted conversation."
+            },
+            "ConversationItemList": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        }
+                    },
+                    "first_id": {
+                        "type": "string"
+                    },
+                    "last_id": {
+                        "type": "string"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "ConversationItemList",
+                "description": "List of conversation items with pagination."
+            },
+            "AddItemsRequest": {
+                "type": "object",
+                "properties": {
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        },
+                        "description": "Items to include in the conversation context."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "items"
+                ],
+                "title": "AddItemsRequest"
+            },
+            "ConversationItemDeletedResource": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "conversation.item.deleted"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "ConversationItemDeletedResource",
+                "description": "Response for deleted conversation item."
+            },
+            "OpenAIEmbeddingsRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be an embedding model registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input text to embed, encoded as a string or array of strings. To embed multiple inputs in a single request, pass an array of strings."
+                    },
+                    "encoding_format": {
+                        "type": "string",
+                        "default": "float",
+                        "description": "(Optional) The format to return the embeddings in. Can be either \"float\" or \"base64\". Defaults to \"float\"."
+                    },
+                    "dimensions": {
+                        "type": "integer",
+                        "description": "(Optional) The number of dimensions the resulting output embeddings should have. Only supported in text-embedding-3 and later models."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "input"
+                ],
+                "title": "OpenAIEmbeddingsRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible embeddings endpoint."
+            },
+            "OpenAIEmbeddingData": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "embedding",
+                        "default": "embedding",
+                        "description": "The object type, which will be \"embedding\""
+                    },
+                    "embedding": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "number"
+                                }
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "description": "The embedding vector as a list of floats (when encoding_format=\"float\") or as a base64-encoded string (when encoding_format=\"base64\")"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the embedding in the input list"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "embedding",
+                    "index"
+                ],
+                "title": "OpenAIEmbeddingData",
+                "description": "A single embedding data object from an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "The number of tokens in the input"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "The total number of tokens used"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIEmbeddingUsage",
+                "description": "Usage information for an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingsResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which will be \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIEmbeddingData"
+                        },
+                        "description": "List of embedding data objects"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the embeddings"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIEmbeddingUsage",
+                        "description": "Usage information"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "model",
+                    "usage"
+                ],
+                "title": "OpenAIEmbeddingsResponse",
+                "description": "Response from an OpenAI-compatible embeddings request."
+            },
+            "OpenAIFilePurpose": {
+                "type": "string",
+                "enum": [
+                    "assistants",
+                    "batch"
+                ],
+                "title": "OpenAIFilePurpose",
+                "description": "Valid purpose values for OpenAI Files API."
+            },
+            "ListOpenAIFileResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIFileObject"
+                        },
+                        "description": "List of file objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more files available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last file in the list for pagination"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which is always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIFileResponse",
+                "description": "Response for listing files in OpenAI Files API."
+            },
+            "OpenAIFileObject": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier, which can be referenced in the API endpoints"
+                    },
+                    "bytes": {
+                        "type": "integer",
+                        "description": "The size of the file, in bytes"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file was created"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file expires"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file"
+                    },
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "assistants",
+                            "batch"
+                        ],
+                        "description": "The intended purpose of the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "id",
+                    "bytes",
+                    "created_at",
+                    "expires_at",
+                    "filename",
+                    "purpose"
+                ],
+                "title": "OpenAIFileObject",
+                "description": "OpenAI File object as defined in the OpenAI Files API."
+            },
+            "ExpiresAfter": {
+                "type": "object",
+                "properties": {
+                    "anchor": {
+                        "type": "string",
+                        "const": "created_at"
+                    },
+                    "seconds": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "anchor",
+                    "seconds"
+                ],
+                "title": "ExpiresAfter",
+                "description": "Control expiration of uploaded files.\nParams:\n - anchor, must be \"created_at\"\n - seconds, must be int between 3600 and 2592000 (1 hour to 30 days)"
+            },
+            "OpenAIFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier that was deleted"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "description": "Whether the file was successfully deleted"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIFileDeleteResponse",
+                "description": "Response for deleting a file in OpenAI Files API."
+            },
+            "Response": {
+                "type": "object",
+                "title": "Response"
+            },
+            "HealthInfo": {
+                "type": "object",
+                "properties": {
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "OK",
+                            "Error",
+                            "Not Implemented"
+                        ],
+                        "description": "Current health status of the service"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "status"
+                ],
+                "title": "HealthInfo",
+                "description": "Health status information for the service."
+            },
+            "RouteInfo": {
+                "type": "object",
+                "properties": {
+                    "route": {
+                        "type": "string",
+                        "description": "The API endpoint path"
+                    },
+                    "method": {
+                        "type": "string",
+                        "description": "HTTP method for the route"
+                    },
+                    "provider_types": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of provider types that implement this route"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "route",
+                    "method",
+                    "provider_types"
+                ],
+                "title": "RouteInfo",
+                "description": "Information about an API route including its path, method, and implementing providers."
+            },
+            "ListRoutesResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/RouteInfo"
+                        },
+                        "description": "List of available route information objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListRoutesResponse",
+                "description": "Response containing a list of all available API routes."
+            },
+            "Model": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string",
+                        "description": "Unique identifier for this resource in llama stack"
+                    },
+                    "provider_resource_id": {
+                        "type": "string",
+                        "description": "Unique identifier for this resource in the provider"
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "ID of the provider that owns this resource"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "model",
+                        "default": "model",
+                        "description": "The resource type, always 'model' for model resources"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Any additional metadata for this model"
+                    },
+                    "model_type": {
+                        "$ref": "#/components/schemas/ModelType",
+                        "default": "llm",
+                        "description": "The type of model (LLM or embedding model)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "metadata",
+                    "model_type"
+                ],
+                "title": "Model",
+                "description": "A model resource representing an AI model registered in Llama Stack."
+            },
+            "ModelType": {
+                "type": "string",
+                "enum": [
+                    "llm",
+                    "embedding",
+                    "rerank"
+                ],
+                "title": "ModelType",
+                "description": "Enumeration of supported model types in Llama Stack."
+            },
+            "ListModelsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Model"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListModelsResponse"
+            },
+            "RegisterModelRequest": {
+                "type": "object",
+                "properties": {
+                    "model_id": {
+                        "type": "string",
+                        "description": "The identifier of the model to register."
+                    },
+                    "provider_model_id": {
+                        "type": "string",
+                        "description": "The identifier of the model in the provider."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The identifier of the provider."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Any additional metadata for this model."
+                    },
+                    "model_type": {
+                        "$ref": "#/components/schemas/ModelType",
+                        "description": "The type of model to register."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model_id"
+                ],
+                "title": "RegisterModelRequest"
+            },
+            "RunModerationRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input (or inputs) to classify. Can be a single string, an array of strings, or an array of multi-modal input objects similar to other models."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "(Optional) The content moderation model you would like to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input"
+                ],
+                "title": "RunModerationRequest"
+            },
+            "ModerationObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The unique identifier for the moderation request."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model used to generate the moderation results."
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ModerationObjectResults"
+                        },
+                        "description": "A list of moderation objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "model",
+                    "results"
+                ],
+                "title": "ModerationObject",
+                "description": "A moderation object."
+            },
+            "ModerationObjectResults": {
+                "type": "object",
+                "properties": {
+                    "flagged": {
+                        "type": "boolean",
+                        "description": "Whether any of the below categories are flagged."
+                    },
+                    "categories": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "boolean"
+                        },
+                        "description": "A list of the categories, and whether they are flagged or not."
+                    },
+                    "category_applied_input_types": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of the categories along with the input type(s) that the score applies to."
+                    },
+                    "category_scores": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "A list of the categories along with their scores as predicted by model."
+                    },
+                    "user_message": {
+                        "type": "string"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "flagged",
+                    "metadata"
+                ],
+                "title": "ModerationObjectResults",
+                "description": "A moderation object."
+            },
+            "Prompt": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The system prompt text with variable placeholders. Variables are only supported when using the Responses API."
+                    },
+                    "version": {
+                        "type": "integer",
+                        "description": "Version (integer starting at 1, incremented on save)"
+                    },
+                    "prompt_id": {
+                        "type": "string",
+                        "description": "Unique identifier formatted as 'pmpt_<48-digit-hash>'"
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of prompt variable names that can be used in the prompt template"
+                    },
+                    "is_default": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Boolean indicating whether this version is the default version for this prompt"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version",
+                    "prompt_id",
+                    "variables",
+                    "is_default"
+                ],
+                "title": "Prompt",
+                "description": "A prompt resource representing a stored OpenAI Compatible prompt template in Llama Stack."
+            },
+            "ListPromptsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Prompt"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListPromptsResponse",
+                "description": "Response model to list prompts."
+            },
+            "CreatePromptRequest": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The prompt text content with variable placeholders."
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of variable names that can be used in the prompt template."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt"
+                ],
+                "title": "CreatePromptRequest"
+            },
+            "UpdatePromptRequest": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The updated prompt text content."
+                    },
+                    "version": {
+                        "type": "integer",
+                        "description": "The current version of the prompt being updated."
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Updated list of variable names that can be used in the prompt template."
+                    },
+                    "set_as_default": {
+                        "type": "boolean",
+                        "description": "Set the new version as the default (default=True)."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt",
+                    "version",
+                    "set_as_default"
+                ],
+                "title": "UpdatePromptRequest"
+            },
+            "SetDefaultVersionRequest": {
+                "type": "object",
+                "properties": {
+                    "version": {
+                        "type": "integer",
+                        "description": "The version to set as default."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version"
+                ],
+                "title": "SetDefaultVersionRequest"
+            },
+            "ProviderInfo": {
+                "type": "object",
+                "properties": {
+                    "api": {
+                        "type": "string",
+                        "description": "The API name this provider implements"
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the provider"
+                    },
+                    "provider_type": {
+                        "type": "string",
+                        "description": "The type of provider implementation"
+                    },
+                    "config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Configuration parameters for the provider"
+                    },
+                    "health": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Current health status of the provider"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "api",
+                    "provider_id",
+                    "provider_type",
+                    "config",
+                    "health"
+                ],
+                "title": "ProviderInfo",
+                "description": "Information about a registered provider including its configuration and health status."
+            },
+            "ListProvidersResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ProviderInfo"
+                        },
+                        "description": "List of provider information objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListProvidersResponse",
+                "description": "Response containing a list of all available providers."
+            },
+            "ListOpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseObjectWithInput"
+                        },
+                        "description": "List of response objects with their input context"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "Identifier of the first item in this page"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "Identifier of the last item in this page"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseObject",
+                "description": "Paginated list of OpenAI response objects with navigation metadata."
+            },
+            "OpenAIResponseError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "type": "string",
+                        "description": "Error code identifying the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "OpenAIResponseError",
+                "description": "Error details for failed OpenAI response requests."
+            },
+            "OpenAIResponseInput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalResponse"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    }
+                ]
+            },
+            "OpenAIResponseInputToolChoice": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required",
+                            "none"
+                        ],
+                        "title": "OpenAIResponseInputToolChoiceMode"
+                    },
+                    {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "allowed_tools": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools",
+                                "file_search": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch",
+                                "web_search_preview": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch",
+                                "function": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool",
+                                "mcp": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool",
+                                "custom": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        }
+                    }
+                ]
+            },
+            "OpenAIResponseInputToolChoiceAllowedTools": {
+                "type": "object",
+                "properties": {
+                    "mode": {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required"
+                        ],
+                        "default": "auto",
+                        "description": "Constrains the tools available to the model to a pre-defined set"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of tool definitions that the model should be allowed to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "allowed_tools",
+                        "default": "allowed_tools",
+                        "description": "Tool choice type identifier, always \"allowed_tools\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "mode",
+                    "tools",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceAllowedTools",
+                "description": "Constrains the tools available to the model to a pre-defined set."
+            },
+            "OpenAIResponseInputToolChoiceCustomTool": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "custom",
+                        "default": "custom",
+                        "description": "Tool choice type identifier, always \"custom\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the custom tool to call."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolChoiceCustomTool",
+                "description": "Forces the model to call a custom tool."
+            },
+            "OpenAIResponseInputToolChoiceFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool choice type identifier, always \"file_search\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFileSearch",
+                "description": "Indicates that the model should use file search to generate a response."
+            },
+            "OpenAIResponseInputToolChoiceFunctionTool": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the function to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool choice type identifier, always \"function\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFunctionTool",
+                "description": "Forces the model to call a specific function."
+            },
+            "OpenAIResponseInputToolChoiceMCPTool": {
+                "type": "object",
+                "properties": {
+                    "server_label": {
+                        "type": "string",
+                        "description": "The label of the MCP server to use."
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool choice type identifier, always \"mcp\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the tool to call on the server."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceMCPTool",
+                "description": "Forces the model to call a specific tool on a remote MCP server"
+            },
+            "OpenAIResponseInputToolChoiceWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_preview",
+                        "default": "web_search_preview",
+                        "description": "Tool choice type identifier, always \"web_search_preview\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceWebSearch",
+                "description": "Indicates that the model should use web search to generate a response."
+            },
+            "OpenAIResponseInputToolFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool type identifier, always \"file_search\""
+                    },
+                    "vector_store_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of vector store identifiers to search within"
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional filters to apply to the search"
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "default": 10,
+                        "description": "(Optional) Maximum number of search results to return (1-50)"
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "(Optional) Options for ranking and scoring search results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "vector_store_ids"
+                ],
+                "title": "OpenAIResponseInputToolFileSearch",
+                "description": "File search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolFunction": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool type identifier, always \"function\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function that can be called"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of what the function does"
+                    },
+                    "parameters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON schema defining the function's parameters"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict parameter validation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolFunction",
+                "description": "Function tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "web_search"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview_2025_03_11"
+                            }
+                        ],
+                        "default": "web_search",
+                        "description": "Web search tool type variant to use"
+                    },
+                    "search_context_size": {
+                        "type": "string",
+                        "default": "medium",
+                        "description": "(Optional) Size of search context, must be \"low\", \"medium\", or \"high\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolWebSearch",
+                "description": "Web search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseObjectWithInput": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    },
+                    "input": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items that led to this response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text",
+                    "input"
+                ],
+                "title": "OpenAIResponseObjectWithInput",
+                "description": "OpenAI response object extended with input context information."
+            },
+            "OpenAIResponseOutput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "message": "#/components/schemas/OpenAIResponseMessage",
+                        "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                        "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                        "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                        "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                        "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                        "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                }
+            },
+            "OpenAIResponsePrompt": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the prompt template"
+                    },
+                    "variables": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                        },
+                        "description": "Dictionary of variable names to OpenAIResponseInputMessageContent structure for template substitution. The substitution values can either be strings, or other Response input types like images or files."
+                    },
+                    "version": {
+                        "type": "string",
+                        "description": "Version number of the prompt to use (defaults to latest if not specified)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id"
+                ],
+                "title": "OpenAIResponsePrompt",
+                "description": "OpenAI compatible Prompt object that is used in OpenAI responses."
+            },
+            "OpenAIResponseText": {
+                "type": "object",
+                "properties": {
+                    "format": {
+                        "type": "object",
+                        "properties": {
+                            "type": {
+                                "oneOf": [
+                                    {
+                                        "type": "string",
+                                        "const": "text"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_schema"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_object"
+                                    }
+                                ],
+                                "description": "Must be \"text\", \"json_schema\", or \"json_object\" to identify the format type"
+                            },
+                            "name": {
+                                "type": "string",
+                                "description": "The name of the response format. Only used for json_schema."
+                            },
+                            "schema": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                },
+                                "description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model. Only used for json_schema."
+                            },
+                            "description": {
+                                "type": "string",
+                                "description": "(Optional) A description of the response format. Only used for json_schema."
+                            },
+                            "strict": {
+                                "type": "boolean",
+                                "description": "(Optional) Whether to strictly enforce the JSON schema. If true, the response must match the schema exactly. Only used for json_schema."
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "type"
+                        ],
+                        "description": "(Optional) Text format configuration specifying output format requirements"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIResponseText",
+                "description": "Text response configuration for OpenAI responses."
+            },
+            "OpenAIResponseTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response object."
+            },
+            "OpenAIResponseUsage": {
+                "type": "object",
+                "properties": {
+                    "input_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the input"
+                    },
+                    "output_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the output"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (input + output)"
+                    },
+                    "input_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of input token usage"
+                    },
+                    "output_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of output token usage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_tokens",
+                    "output_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIResponseUsage",
+                "description": "Usage information for OpenAI response."
+            },
+            "ResponseGuardrailSpec": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "description": "The type/identifier of the guardrail."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ResponseGuardrailSpec",
+                "description": "Specification for a guardrail to apply during response generation."
+            },
+            "OpenAIResponseInputTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseInputToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "server_url": {
+                        "type": "string",
+                        "description": "URL endpoint of the MCP server"
+                    },
+                    "headers": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) HTTP headers to include when connecting to the server"
+                    },
+                    "require_approval": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "always"
+                            },
+                            {
+                                "type": "string",
+                                "const": "never"
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "always": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that always require approval"
+                                    },
+                                    "never": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that never require approval"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "ApprovalFilter",
+                                "description": "Filter configuration for MCP tool approval requirements."
+                            }
+                        ],
+                        "default": "never",
+                        "description": "Approval requirement for tool calls (\"always\", \"never\", or filter)"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label",
+                    "server_url",
+                    "require_approval"
+                ],
+                "title": "OpenAIResponseInputToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response inputs."
+            },
+            "CreateOpenaiResponseRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInput"
+                                }
+                            }
+                        ],
+                        "description": "Input message(s) to create the response."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The underlying LLM used for completions."
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Prompt object with ID, version, and variables."
+                    },
+                    "instructions": {
+                        "type": "string"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) if specified, the new response will be a continuation of the previous response. This can be used to easily fork-off new responses from existing responses."
+                    },
+                    "conversation": {
+                        "type": "string",
+                        "description": "(Optional) The ID of a conversation to add the response to. Must begin with 'conv_'. Input and output messages will be automatically added to the conversation."
+                    },
+                    "store": {
+                        "type": "boolean"
+                    },
+                    "stream": {
+                        "type": "boolean"
+                    },
+                    "temperature": {
+                        "type": "number"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText"
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputTool"
+                        }
+                    },
+                    "include": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "(Optional) Additional fields to include in the response."
+                    },
+                    "max_infer_iters": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input",
+                    "model"
+                ],
+                "title": "CreateOpenaiResponseRequest"
+            },
+            "OpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text"
+                ],
+                "title": "OpenAIResponseObject",
+                "description": "Complete OpenAI response object containing generation results and metadata."
+            },
+            "OpenAIResponseContentPartOutputText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text",
+                        "description": "Content part type identifier, always \"output_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text emitted for this content part"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        },
+                        "description": "Structured annotations associated with the text"
+                    },
+                    "logprobs": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) Token log probability details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseContentPartOutputText",
+                "description": "Text content within a streamed response part."
+            },
+            "OpenAIResponseContentPartReasoningSummary": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "summary_text",
+                        "default": "summary_text",
+                        "description": "Content part type identifier, always \"summary_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Summary text"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningSummary",
+                "description": "Reasoning summary part in a streamed response."
+            },
+            "OpenAIResponseContentPartReasoningText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "reasoning_text",
+                        "default": "reasoning_text",
+                        "description": "Content part type identifier, always \"reasoning_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Reasoning text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningText",
+                "description": "Reasoning text emitted as part of a streamed response."
+            },
+            "OpenAIResponseObjectStream": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "response.created": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated",
+                        "response.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress",
+                        "response.output_item.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded",
+                        "response.output_item.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone",
+                        "response.output_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta",
+                        "response.output_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone",
+                        "response.function_call_arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                        "response.function_call_arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                        "response.web_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                        "response.web_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching",
+                        "response.web_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                        "response.mcp_list_tools.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress",
+                        "response.mcp_list_tools.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed",
+                        "response.mcp_list_tools.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted",
+                        "response.mcp_call.arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta",
+                        "response.mcp_call.arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone",
+                        "response.mcp_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                        "response.mcp_call.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed",
+                        "response.mcp_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                        "response.content_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded",
+                        "response.content_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone",
+                        "response.reasoning_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                        "response.reasoning_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone",
+                        "response.reasoning_summary_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                        "response.reasoning_summary_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                        "response.reasoning_summary_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                        "response.reasoning_summary_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                        "response.refusal.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta",
+                        "response.refusal.done": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone",
+                        "response.output_text.annotation.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                        "response.file_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                        "response.file_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                        "response.file_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                        "response.incomplete": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete",
+                        "response.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed",
+                        "response.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                }
+            },
+            "OpenAIResponseObjectStreamResponseCompleted": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Completed response object"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.completed",
+                        "default": "response.completed",
+                        "description": "Event type identifier, always \"response.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCompleted",
+                "description": "Streaming event indicating a response has been completed."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartAdded": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The content part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.added",
+                        "default": "response.content_part.added",
+                        "description": "Event type identifier, always \"response.content_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartAdded",
+                "description": "Streaming event for when a new content part is added to a response item."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The completed content part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.done",
+                        "default": "response.content_part.done",
+                        "description": "Event type identifier, always \"response.content_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartDone",
+                "description": "Streaming event for when a content part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseCreated": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "The response object that was created"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.created",
+                        "default": "response.created",
+                        "description": "Event type identifier, always \"response.created\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCreated",
+                "description": "Streaming event indicating a new response has been created."
+            },
+            "OpenAIResponseObjectStreamResponseFailed": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the failure"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.failed",
+                        "default": "response.failed",
+                        "description": "Event type identifier, always \"response.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFailed",
+                "description": "Streaming event emitted when a response fails."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.completed",
+                        "default": "response.file_search_call.completed",
+                        "description": "Event type identifier, always \"response.file_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                "description": "Streaming event for completed file search calls."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.in_progress",
+                        "default": "response.file_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.file_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                "description": "Streaming event for file search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.searching",
+                        "default": "response.file_search_call.searching",
+                        "description": "Event type identifier, always \"response.file_search_call.searching\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                "description": "Streaming event for file search currently searching."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental function call arguments being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the function call being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.delta",
+                        "default": "response.function_call_arguments.delta",
+                        "description": "Event type identifier, always \"response.function_call_arguments.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                "description": "Streaming event for incremental function call argument updates."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string",
+                        "description": "Final complete arguments JSON string for the function call"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed function call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.done",
+                        "default": "response.function_call_arguments.done",
+                        "description": "Event type identifier, always \"response.function_call_arguments.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                "description": "Streaming event for when function call arguments are completed."
+            },
+            "OpenAIResponseObjectStreamResponseInProgress": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Current response state while in progress"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.in_progress",
+                        "default": "response.in_progress",
+                        "description": "Event type identifier, always \"response.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseInProgress",
+                "description": "Streaming event indicating the response remains in progress."
+            },
+            "OpenAIResponseObjectStreamResponseIncomplete": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the incomplete state"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.incomplete",
+                        "default": "response.incomplete",
+                        "description": "Event type identifier, always \"response.incomplete\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseIncomplete",
+                "description": "Streaming event emitted when a response ends in an incomplete state."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.delta",
+                        "default": "response.mcp_call.arguments.delta"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.done",
+                        "default": "response.mcp_call.arguments.done"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.completed",
+                        "default": "response.mcp_call.completed",
+                        "description": "Event type identifier, always \"response.mcp_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                "description": "Streaming event for completed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.failed",
+                        "default": "response.mcp_call.failed",
+                        "description": "Event type identifier, always \"response.mcp_call.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallFailed",
+                "description": "Streaming event for failed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the MCP call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.in_progress",
+                        "default": "response.mcp_call.in_progress",
+                        "description": "Event type identifier, always \"response.mcp_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                "description": "Streaming event for MCP calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.completed",
+                        "default": "response.mcp_list_tools.completed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.failed",
+                        "default": "response.mcp_list_tools.failed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsInProgress": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.in_progress",
+                        "default": "response.mcp_list_tools.in_progress"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemAdded": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The output item that was added (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.added",
+                        "default": "response.output_item.added",
+                        "description": "Event type identifier, always \"response.output_item.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemAdded",
+                "description": "Streaming event for when a new output item is added to the response."
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemDone": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The completed output item (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.done",
+                        "default": "response.output_item.done",
+                        "description": "Event type identifier, always \"response.output_item.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemDone",
+                "description": "Streaming event for when an output item is completed."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the item to which the annotation is being added"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response's output array"
+                    },
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part within the output item"
+                    },
+                    "annotation_index": {
+                        "type": "integer",
+                        "description": "Index of the annotation within the content part"
+                    },
+                    "annotation": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                                "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                                "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                                "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        },
+                        "description": "The annotation object being added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.annotation.added",
+                        "default": "response.output_text.annotation.added",
+                        "description": "Event type identifier, always \"response.output_text.annotation.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "content_index",
+                    "annotation_index",
+                    "annotation",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                "description": "Streaming event for when an annotation is added to output text."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental text content being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.delta",
+                        "default": "response.output_text.delta",
+                        "description": "Event type identifier, always \"response.output_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDelta",
+                "description": "Streaming event for incremental text content updates."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete text content of the output item"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.done",
+                        "default": "response.output_text.done",
+                        "description": "Event type identifier, always \"response.output_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDone",
+                "description": "Streaming event for when text output is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The summary part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.added",
+                        "default": "response.reasoning_summary_part.added",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                "description": "Streaming event for when a new reasoning summary part is added."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The completed summary part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.done",
+                        "default": "response.reasoning_summary_part.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                "description": "Streaming event for when a reasoning summary part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental summary text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.delta",
+                        "default": "response.reasoning_summary_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                "description": "Streaming event for incremental reasoning summary text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete summary text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.done",
+                        "default": "response.reasoning_summary_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                "description": "Streaming event for when reasoning summary text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental reasoning text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.delta",
+                        "default": "response.reasoning_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                "description": "Streaming event for incremental reasoning text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete reasoning text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.done",
+                        "default": "response.reasoning_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDone",
+                "description": "Streaming event for when reasoning text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental refusal text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.delta",
+                        "default": "response.refusal.delta",
+                        "description": "Event type identifier, always \"response.refusal.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDelta",
+                "description": "Streaming event for incremental refusal text updates."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Final complete refusal text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.done",
+                        "default": "response.refusal.done",
+                        "description": "Event type identifier, always \"response.refusal.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "refusal",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDone",
+                "description": "Streaming event for when refusal text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.completed",
+                        "default": "response.web_search_call.completed",
+                        "description": "Event type identifier, always \"response.web_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                "description": "Streaming event for completed web search calls."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.in_progress",
+                        "default": "response.web_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.web_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                "description": "Streaming event for web search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.searching",
+                        "default": "response.web_search_call.searching"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+            },
+            "OpenAIDeleteResponseObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted response"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Deletion confirmation flag, always True"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIDeleteResponseObject",
+                "description": "Response object confirming deletion of an OpenAI response."
+            },
+            "ListOpenAIResponseInputItem": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseInputItem",
+                "description": "List container for OpenAI response input items."
+            },
+            "RunShieldRequest": {
+                "type": "object",
+                "properties": {
+                    "shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield to run."
+                    },
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        },
+                        "description": "The messages to run the shield on."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the shield."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "shield_id",
+                    "messages",
+                    "params"
+                ],
+                "title": "RunShieldRequest"
+            },
+            "RunShieldResponse": {
+                "type": "object",
+                "properties": {
+                    "violation": {
+                        "$ref": "#/components/schemas/SafetyViolation",
+                        "description": "(Optional) Safety violation detected by the shield, if any"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "RunShieldResponse",
+                "description": "Response from running a safety shield."
+            },
+            "SafetyViolation": {
+                "type": "object",
+                "properties": {
+                    "violation_level": {
+                        "$ref": "#/components/schemas/ViolationLevel",
+                        "description": "Severity level of the violation"
+                    },
+                    "user_message": {
+                        "type": "string",
+                        "description": "(Optional) Message to convey to the user about the violation"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata including specific violation codes for debugging and telemetry"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "violation_level",
+                    "metadata"
+                ],
+                "title": "SafetyViolation",
+                "description": "Details of a safety violation detected by content moderation."
+            },
+            "ViolationLevel": {
+                "type": "string",
+                "enum": [
+                    "info",
+                    "warn",
+                    "error"
+                ],
+                "title": "ViolationLevel",
+                "description": "Severity level of a safety violation."
+            },
+            "AgentTurnInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "agent_turn_input",
+                        "default": "agent_turn_input",
+                        "description": "Discriminator type. Always \"agent_turn_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "AgentTurnInputType",
+                "description": "Parameter type for agent turn input."
+            },
+            "AggregationFunctionType": {
+                "type": "string",
+                "enum": [
+                    "average",
+                    "weighted_average",
+                    "median",
+                    "categorical_count",
+                    "accuracy"
+                ],
+                "title": "AggregationFunctionType",
+                "description": "Types of aggregation functions for scoring results."
+            },
+            "ArrayType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "array",
+                        "default": "array",
+                        "description": "Discriminator type. Always \"array\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ArrayType",
+                "description": "Parameter type for array values."
+            },
+            "BasicScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "basic",
+                        "default": "basic",
+                        "description": "The type of scoring function parameters, always basic"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "aggregation_functions"
+                ],
+                "title": "BasicScoringFnParams",
+                "description": "Parameters for basic scoring function configuration."
+            },
+            "BooleanType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "boolean",
+                        "default": "boolean",
+                        "description": "Discriminator type. Always \"boolean\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "BooleanType",
+                "description": "Parameter type for boolean values."
+            },
+            "ChatCompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "chat_completion_input",
+                        "default": "chat_completion_input",
+                        "description": "Discriminator type. Always \"chat_completion_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ChatCompletionInputType",
+                "description": "Parameter type for chat completion input."
+            },
+            "CompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "completion_input",
+                        "default": "completion_input",
+                        "description": "Discriminator type. Always \"completion_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "CompletionInputType",
+                "description": "Parameter type for completion input."
+            },
+            "JsonType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json",
+                        "default": "json",
+                        "description": "Discriminator type. Always \"json\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "JsonType",
+                "description": "Parameter type for JSON values."
+            },
+            "LLMAsJudgeScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "llm_as_judge",
+                        "default": "llm_as_judge",
+                        "description": "The type of scoring function parameters, always llm_as_judge"
+                    },
+                    "judge_model": {
+                        "type": "string",
+                        "description": "Identifier of the LLM model to use as a judge for scoring"
+                    },
+                    "prompt_template": {
+                        "type": "string",
+                        "description": "(Optional) Custom prompt template for the judge model"
+                    },
+                    "judge_score_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regexes to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "judge_model",
+                    "judge_score_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "LLMAsJudgeScoringFnParams",
+                "description": "Parameters for LLM-as-judge scoring function configuration."
+            },
+            "NumberType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "number",
+                        "default": "number",
+                        "description": "Discriminator type. Always \"number\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "NumberType",
+                "description": "Parameter type for numeric values."
+            },
+            "ObjectType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "object",
+                        "default": "object",
+                        "description": "Discriminator type. Always \"object\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ObjectType",
+                "description": "Parameter type for object values."
+            },
+            "RegexParserScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "regex_parser",
+                        "default": "regex_parser",
+                        "description": "The type of scoring function parameters, always regex_parser"
+                    },
+                    "parsing_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regex to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "parsing_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "RegexParserScoringFnParams",
+                "description": "Parameters for regex parser scoring function configuration."
+            },
+            "ScoringFn": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "scoring_function",
+                        "default": "scoring_function",
+                        "description": "The resource type, always scoring_function"
+                    },
+                    "description": {
+                        "type": "string"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        }
+                    },
+                    "return_type": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/StringType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/NumberType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/BooleanType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ArrayType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ObjectType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/JsonType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/UnionType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ChatCompletionInputType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/CompletionInputType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnInputType"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "string": "#/components/schemas/StringType",
+                                "number": "#/components/schemas/NumberType",
+                                "boolean": "#/components/schemas/BooleanType",
+                                "array": "#/components/schemas/ArrayType",
+                                "object": "#/components/schemas/ObjectType",
+                                "json": "#/components/schemas/JsonType",
+                                "union": "#/components/schemas/UnionType",
+                                "chat_completion_input": "#/components/schemas/ChatCompletionInputType",
+                                "completion_input": "#/components/schemas/CompletionInputType",
+                                "agent_turn_input": "#/components/schemas/AgentTurnInputType"
+                            }
+                        }
+                    },
+                    "params": {
+                        "$ref": "#/components/schemas/ScoringFnParams"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "metadata",
+                    "return_type"
+                ],
+                "title": "ScoringFn",
+                "description": "A scoring function resource for evaluating model outputs."
+            },
+            "ScoringFnParams": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/LLMAsJudgeScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/RegexParserScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/BasicScoringFnParams"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "llm_as_judge": "#/components/schemas/LLMAsJudgeScoringFnParams",
+                        "regex_parser": "#/components/schemas/RegexParserScoringFnParams",
+                        "basic": "#/components/schemas/BasicScoringFnParams"
+                    }
+                }
+            },
+            "ScoringFnParamsType": {
+                "type": "string",
+                "enum": [
+                    "llm_as_judge",
+                    "regex_parser",
+                    "basic"
+                ],
+                "title": "ScoringFnParamsType",
+                "description": "Types of scoring function parameter configurations."
+            },
+            "StringType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "string",
+                        "default": "string",
+                        "description": "Discriminator type. Always \"string\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "StringType",
+                "description": "Parameter type for string values."
+            },
+            "UnionType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "union",
+                        "default": "union",
+                        "description": "Discriminator type. Always \"union\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "UnionType",
+                "description": "Parameter type for union values."
+            },
+            "ListScoringFunctionsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ScoringFn"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListScoringFunctionsResponse"
+            },
+            "ParamType": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/StringType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/NumberType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/BooleanType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ArrayType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ObjectType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/JsonType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/UnionType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ChatCompletionInputType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/CompletionInputType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/AgentTurnInputType"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "string": "#/components/schemas/StringType",
+                        "number": "#/components/schemas/NumberType",
+                        "boolean": "#/components/schemas/BooleanType",
+                        "array": "#/components/schemas/ArrayType",
+                        "object": "#/components/schemas/ObjectType",
+                        "json": "#/components/schemas/JsonType",
+                        "union": "#/components/schemas/UnionType",
+                        "chat_completion_input": "#/components/schemas/ChatCompletionInputType",
+                        "completion_input": "#/components/schemas/CompletionInputType",
+                        "agent_turn_input": "#/components/schemas/AgentTurnInputType"
+                    }
+                }
+            },
+            "RegisterScoringFunctionRequest": {
+                "type": "object",
+                "properties": {
+                    "scoring_fn_id": {
+                        "type": "string",
+                        "description": "The ID of the scoring function to register."
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "The description of the scoring function."
+                    },
+                    "return_type": {
+                        "$ref": "#/components/schemas/ParamType",
+                        "description": "The return type of the scoring function."
+                    },
+                    "provider_scoring_fn_id": {
+                        "type": "string",
+                        "description": "The ID of the provider scoring function to use for the scoring function."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the scoring function."
+                    },
+                    "params": {
+                        "$ref": "#/components/schemas/ScoringFnParams",
+                        "description": "The parameters for the scoring function for benchmark eval, these can be overridden for app eval."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "scoring_fn_id",
+                    "description",
+                    "return_type"
+                ],
+                "title": "RegisterScoringFunctionRequest"
+            },
+            "ScoreRequest": {
+                "type": "object",
+                "properties": {
+                    "input_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to score."
+                    },
+                    "scoring_functions": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/ScoringFnParams"
+                                },
+                                {
+                                    "type": "null"
+                                }
+                            ]
+                        },
+                        "description": "The scoring functions to use for the scoring."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_rows",
+                    "scoring_functions"
+                ],
+                "title": "ScoreRequest"
+            },
+            "ScoreResponse": {
+                "type": "object",
+                "properties": {
+                    "results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "A map of scoring function name to ScoringResult."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "results"
+                ],
+                "title": "ScoreResponse",
+                "description": "The response from scoring."
+            },
+            "ScoringResult": {
+                "type": "object",
+                "properties": {
+                    "score_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The scoring result for each row. Each row is a map of column name to value."
+                    },
+                    "aggregated_results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Map of metric name to aggregated value"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "score_rows",
+                    "aggregated_results"
+                ],
+                "title": "ScoringResult",
+                "description": "A scoring result for a single row."
+            },
+            "ScoreBatchRequest": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset to score."
+                    },
+                    "scoring_functions": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/ScoringFnParams"
+                                },
+                                {
+                                    "type": "null"
+                                }
+                            ]
+                        },
+                        "description": "The scoring functions to use for the scoring."
+                    },
+                    "save_results_dataset": {
+                        "type": "boolean",
+                        "description": "Whether to save the results to a dataset."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dataset_id",
+                    "scoring_functions",
+                    "save_results_dataset"
+                ],
+                "title": "ScoreBatchRequest"
+            },
+            "ScoreBatchResponse": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "(Optional) The identifier of the dataset that was scored"
+                    },
+                    "results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "A map of scoring function name to ScoringResult"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "results"
+                ],
+                "title": "ScoreBatchResponse",
+                "description": "Response from batch scoring operations on datasets."
+            },
+            "Shield": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "shield",
+                        "default": "shield",
+                        "description": "The resource type, always shield"
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Configuration parameters for the shield"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type"
+                ],
+                "title": "Shield",
+                "description": "A safety shield resource that can be used to check content."
+            },
+            "ListShieldsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Shield"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListShieldsResponse"
+            },
+            "RegisterShieldRequest": {
+                "type": "object",
+                "properties": {
+                    "shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield to register."
+                    },
+                    "provider_shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield in the provider."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The identifier of the provider."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the shield."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "shield_id"
+                ],
+                "title": "RegisterShieldRequest"
+            },
+            "CompletionMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the model's response"
+                    },
+                    "stop_reason": {
+                        "type": "string",
+                        "enum": [
+                            "end_of_turn",
+                            "end_of_message",
+                            "out_of_tokens"
+                        ],
+                        "description": "Reason why the model stopped generating. Options are: - `StopReason.end_of_turn`: The model finished generating the entire response. - `StopReason.end_of_message`: The model finished generating but generated a partial response -- usually, a tool call. The user may call the tool and continue the conversation with the tool's response. - `StopReason.out_of_tokens`: The model ran out of token budget."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is a ToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content",
+                    "stop_reason"
+                ],
+                "title": "CompletionMessage",
+                "description": "A message containing the model's (assistant) response in a chat conversation."
+            },
+            "ImageContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image",
+                        "default": "image",
+                        "description": "Discriminator type of the content item. Always \"image\""
+                    },
+                    "image": {
+                        "type": "object",
+                        "properties": {
+                            "url": {
+                                "$ref": "#/components/schemas/URL",
+                                "description": "A URL of the image or data URL in the format of data:image/{type};base64,{data}. Note that URL could have length limits."
+                            },
+                            "data": {
+                                "type": "string",
+                                "contentEncoding": "base64",
+                                "description": "base64 encoded image data as string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Image as a base64 encoded string or an URL"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image"
+                ],
+                "title": "ImageContentItem",
+                "description": "A image content item"
+            },
+            "InterleavedContent": {
+                "oneOf": [
+                    {
+                        "type": "string"
+                    },
+                    {
+                        "$ref": "#/components/schemas/InterleavedContentItem"
+                    },
+                    {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/InterleavedContentItem"
+                        }
+                    }
+                ]
+            },
+            "InterleavedContentItem": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/ImageContentItem"
+                    },
+                    {
+                        "$ref": "#/components/schemas/TextContentItem"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "image": "#/components/schemas/ImageContentItem",
+                        "text": "#/components/schemas/TextContentItem"
+                    }
+                }
+            },
+            "Message": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/UserMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/SystemMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ToolResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/CompletionMessage"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "role",
+                    "mapping": {
+                        "user": "#/components/schemas/UserMessage",
+                        "system": "#/components/schemas/SystemMessage",
+                        "tool": "#/components/schemas/ToolResponseMessage",
+                        "assistant": "#/components/schemas/CompletionMessage"
+                    }
+                }
+            },
+            "SystemMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "SystemMessage",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "TextContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Discriminator type of the content item. Always \"text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "TextContentItem",
+                "description": "A text content item"
+            },
+            "ToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "tool_name": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "brave_search",
+                                    "wolfram_alpha",
+                                    "photogen",
+                                    "code_interpreter"
+                                ],
+                                "title": "BuiltinTool"
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ]
+                    },
+                    "arguments": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "tool_name",
+                    "arguments"
+                ],
+                "title": "ToolCall"
+            },
+            "ToolResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "call_id",
+                    "content"
+                ],
+                "title": "ToolResponseMessage",
+                "description": "A message representing the result of a tool invocation."
+            },
+            "URL": {
+                "type": "object",
+                "properties": {
+                    "uri": {
+                        "type": "string",
+                        "description": "The URL string pointing to the resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "uri"
+                ],
+                "title": "URL",
+                "description": "A URL reference to external content."
+            },
+            "UserMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "context": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) This field is used internally by Llama Stack to pass RAG context. This field may be removed in the API in the future."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "UserMessage",
+                "description": "A message from the user in a chat conversation."
+            },
+            "SyntheticDataGenerateRequest": {
+                "type": "object",
+                "properties": {
+                    "dialogs": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Message"
+                        },
+                        "description": "List of conversation messages to use as input for synthetic data generation"
+                    },
+                    "filtering_function": {
+                        "type": "string",
+                        "enum": [
+                            "none",
+                            "random",
+                            "top_k",
+                            "top_p",
+                            "top_k_top_p",
+                            "sigmoid"
+                        ],
+                        "description": "Type of filtering to apply to generated synthetic data samples"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "(Optional) The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dialogs",
+                    "filtering_function"
+                ],
+                "title": "SyntheticDataGenerateRequest"
+            },
+            "SyntheticDataGenerationResponse": {
+                "type": "object",
+                "properties": {
+                    "synthetic_data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "List of generated synthetic data samples that passed the filtering criteria"
+                    },
+                    "statistics": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Statistical information about the generation process and filtering results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "synthetic_data"
+                ],
+                "title": "SyntheticDataGenerationResponse",
+                "description": "Response from the synthetic data generation. Batch of (prompt, response, score) tuples that pass the threshold."
+            },
+            "InvokeToolRequest": {
+                "type": "object",
+                "properties": {
+                    "tool_name": {
+                        "type": "string",
+                        "description": "The name of the tool to invoke."
+                    },
+                    "kwargs": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "A dictionary of arguments to pass to the tool."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "tool_name",
+                    "kwargs"
+                ],
+                "title": "InvokeToolRequest"
+            },
+            "ToolInvocationResult": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) The output content from the tool execution"
+                    },
+                    "error_message": {
+                        "type": "string",
+                        "description": "(Optional) Error message if the tool execution failed"
+                    },
+                    "error_code": {
+                        "type": "integer",
+                        "description": "(Optional) Numeric error code if the tool execution failed"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool execution"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ToolInvocationResult",
+                "description": "Result of a tool invocation."
+            },
+            "ToolDef": {
+                "type": "object",
+                "properties": {
+                    "toolgroup_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the tool group this tool belongs to"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the tool"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Human-readable description of what the tool does"
+                    },
+                    "input_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool inputs (MCP inputSchema)"
+                    },
+                    "output_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool outputs (MCP outputSchema)"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "ToolDef",
+                "description": "Tool definition used in runtime contexts."
+            },
+            "ListToolDefsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolDef"
+                        },
+                        "description": "List of tool definitions"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListToolDefsResponse",
+                "description": "Response containing a list of tool definitions."
+            },
+            "RAGDocument": {
+                "type": "object",
+                "properties": {
+                    "document_id": {
+                        "type": "string",
+                        "description": "The unique identifier for the document."
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "$ref": "#/components/schemas/InterleavedContentItem"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/InterleavedContentItem"
+                                }
+                            },
+                            {
+                                "$ref": "#/components/schemas/URL"
+                            }
+                        ],
+                        "description": "The content of the document."
+                    },
+                    "mime_type": {
+                        "type": "string",
+                        "description": "The MIME type of the document."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata for the document."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "document_id",
+                    "content",
+                    "metadata"
+                ],
+                "title": "RAGDocument",
+                "description": "A document to be used for document ingestion in the RAG Tool."
+            },
+            "InsertRequest": {
+                "type": "object",
+                "properties": {
+                    "documents": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/RAGDocument"
+                        },
+                        "description": "List of documents to index in the RAG system"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector database to store the document embeddings"
+                    },
+                    "chunk_size_in_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) Size in tokens for document chunking during indexing"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "documents",
+                    "vector_store_id",
+                    "chunk_size_in_tokens"
+                ],
+                "title": "InsertRequest"
+            },
+            "DefaultRAGQueryGeneratorConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "default",
+                        "default": "default",
+                        "description": "Type of query generator, always 'default'"
+                    },
+                    "separator": {
+                        "type": "string",
+                        "default": " ",
+                        "description": "String separator used to join query terms"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "separator"
+                ],
+                "title": "DefaultRAGQueryGeneratorConfig",
+                "description": "Configuration for the default RAG query generator."
+            },
+            "LLMRAGQueryGeneratorConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "llm",
+                        "default": "llm",
+                        "description": "Type of query generator, always 'llm'"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Name of the language model to use for query generation"
+                    },
+                    "template": {
+                        "type": "string",
+                        "description": "Template string for formatting the query generation prompt"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "model",
+                    "template"
+                ],
+                "title": "LLMRAGQueryGeneratorConfig",
+                "description": "Configuration for the LLM-based RAG query generator."
+            },
+            "RAGQueryConfig": {
+                "type": "object",
+                "properties": {
+                    "query_generator_config": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/DefaultRAGQueryGeneratorConfig"
+                            },
+                            {
+                                "$ref": "#/components/schemas/LLMRAGQueryGeneratorConfig"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "default": "#/components/schemas/DefaultRAGQueryGeneratorConfig",
+                                "llm": "#/components/schemas/LLMRAGQueryGeneratorConfig"
+                            }
+                        },
+                        "description": "Configuration for the query generator."
+                    },
+                    "max_tokens_in_context": {
+                        "type": "integer",
+                        "default": 4096,
+                        "description": "Maximum number of tokens in the context."
+                    },
+                    "max_chunks": {
+                        "type": "integer",
+                        "default": 5,
+                        "description": "Maximum number of chunks to retrieve."
+                    },
+                    "chunk_template": {
+                        "type": "string",
+                        "default": "Result {index}\nContent: {chunk.content}\nMetadata: {metadata}\n",
+                        "description": "Template for formatting each retrieved chunk in the context. Available placeholders: {index} (1-based chunk ordinal), {chunk.content} (chunk content string), {metadata} (chunk metadata dict). Default: \"Result {index}\\nContent: {chunk.content}\\nMetadata: {metadata}\\n\""
+                    },
+                    "mode": {
+                        "$ref": "#/components/schemas/RAGSearchMode",
+                        "default": "vector",
+                        "description": "Search mode for retrieval—either \"vector\", \"keyword\", or \"hybrid\". Default \"vector\"."
+                    },
+                    "ranker": {
+                        "$ref": "#/components/schemas/Ranker",
+                        "description": "Configuration for the ranker to use in hybrid search. Defaults to RRF ranker."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "query_generator_config",
+                    "max_tokens_in_context",
+                    "max_chunks",
+                    "chunk_template"
+                ],
+                "title": "RAGQueryConfig",
+                "description": "Configuration for the RAG query generation."
+            },
+            "RAGSearchMode": {
+                "type": "string",
+                "enum": [
+                    "vector",
+                    "keyword",
+                    "hybrid"
+                ],
+                "title": "RAGSearchMode",
+                "description": "Search modes for RAG query retrieval: - VECTOR: Uses vector similarity search for semantic matching - KEYWORD: Uses keyword-based search for exact matching - HYBRID: Combines both vector and keyword search for better results"
+            },
+            "RRFRanker": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "rrf",
+                        "default": "rrf",
+                        "description": "The type of ranker, always \"rrf\""
+                    },
+                    "impact_factor": {
+                        "type": "number",
+                        "default": 60.0,
+                        "description": "The impact factor for RRF scoring. Higher values give more weight to higher-ranked results. Must be greater than 0"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "impact_factor"
+                ],
+                "title": "RRFRanker",
+                "description": "Reciprocal Rank Fusion (RRF) ranker configuration."
+            },
+            "Ranker": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/RRFRanker"
+                    },
+                    {
+                        "$ref": "#/components/schemas/WeightedRanker"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "rrf": "#/components/schemas/RRFRanker",
+                        "weighted": "#/components/schemas/WeightedRanker"
+                    }
+                }
+            },
+            "WeightedRanker": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "weighted",
+                        "default": "weighted",
+                        "description": "The type of ranker, always \"weighted\""
+                    },
+                    "alpha": {
+                        "type": "number",
+                        "default": 0.5,
+                        "description": "Weight factor between 0 and 1. 0 means only use keyword scores, 1 means only use vector scores, values in between blend both scores."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "alpha"
+                ],
+                "title": "WeightedRanker",
+                "description": "Weighted ranker configuration that combines vector and keyword scores."
+            },
+            "QueryRequest": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The query content to search for in the indexed documents"
+                    },
+                    "vector_store_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of vector database IDs to search within"
+                    },
+                    "query_config": {
+                        "$ref": "#/components/schemas/RAGQueryConfig",
+                        "description": "(Optional) Configuration parameters for the query operation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "vector_store_ids"
+                ],
+                "title": "QueryRequest"
+            },
+            "RAGQueryResult": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) The retrieved content from the query"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata about the query result"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "metadata"
+                ],
+                "title": "RAGQueryResult",
+                "description": "Result of a RAG query containing retrieved content and metadata."
+            },
+            "ToolGroup": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "tool_group",
+                        "default": "tool_group",
+                        "description": "Type of resource, always 'tool_group'"
+                    },
+                    "mcp_endpoint": {
+                        "$ref": "#/components/schemas/URL",
+                        "description": "(Optional) Model Context Protocol endpoint for remote tools"
+                    },
+                    "args": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional arguments for the tool group"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type"
+                ],
+                "title": "ToolGroup",
+                "description": "A group of related tools managed together."
+            },
+            "ListToolGroupsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolGroup"
+                        },
+                        "description": "List of tool groups"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListToolGroupsResponse",
+                "description": "Response containing a list of tool groups."
+            },
+            "RegisterToolGroupRequest": {
+                "type": "object",
+                "properties": {
+                    "toolgroup_id": {
+                        "type": "string",
+                        "description": "The ID of the tool group to register."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the tool group."
+                    },
+                    "mcp_endpoint": {
+                        "$ref": "#/components/schemas/URL",
+                        "description": "The MCP endpoint to use for the tool group."
+                    },
+                    "args": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "A dictionary of arguments to pass to the tool group."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "toolgroup_id",
+                    "provider_id"
+                ],
+                "title": "RegisterToolGroupRequest"
+            },
+            "Chunk": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the chunk, which can be interleaved text, images, or other types."
+                    },
+                    "chunk_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the chunk. Must be provided explicitly."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Metadata associated with the chunk that will be used in the model context during inference."
+                    },
+                    "embedding": {
+                        "type": "array",
+                        "items": {
+                            "type": "number"
+                        },
+                        "description": "Optional embedding for the chunk. If not provided, it will be computed later."
+                    },
+                    "chunk_metadata": {
+                        "$ref": "#/components/schemas/ChunkMetadata",
+                        "description": "Metadata for the chunk that will NOT be used in the context during inference. The `chunk_metadata` is required backend functionality."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "chunk_id",
+                    "metadata"
+                ],
+                "title": "Chunk",
+                "description": "A chunk of content that can be inserted into a vector database."
+            },
+            "ChunkMetadata": {
+                "type": "object",
+                "properties": {
+                    "chunk_id": {
+                        "type": "string",
+                        "description": "The ID of the chunk. If not set, it will be generated based on the document ID and content."
+                    },
+                    "document_id": {
+                        "type": "string",
+                        "description": "The ID of the document this chunk belongs to."
+                    },
+                    "source": {
+                        "type": "string",
+                        "description": "The source of the content, such as a URL, file path, or other identifier."
+                    },
+                    "created_timestamp": {
+                        "type": "integer",
+                        "description": "An optional timestamp indicating when the chunk was created."
+                    },
+                    "updated_timestamp": {
+                        "type": "integer",
+                        "description": "An optional timestamp indicating when the chunk was last updated."
+                    },
+                    "chunk_window": {
+                        "type": "string",
+                        "description": "The window of the chunk, which can be used to group related chunks together."
+                    },
+                    "chunk_tokenizer": {
+                        "type": "string",
+                        "description": "The tokenizer used to create the chunk. Default is Tiktoken."
+                    },
+                    "chunk_embedding_model": {
+                        "type": "string",
+                        "description": "The embedding model used to create the chunk's embedding."
+                    },
+                    "chunk_embedding_dimension": {
+                        "type": "integer",
+                        "description": "The dimension of the embedding vector for the chunk."
+                    },
+                    "content_token_count": {
+                        "type": "integer",
+                        "description": "The number of tokens in the content of the chunk."
+                    },
+                    "metadata_token_count": {
+                        "type": "integer",
+                        "description": "The number of tokens in the metadata of the chunk."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ChunkMetadata",
+                "description": "`ChunkMetadata` is backend metadata for a `Chunk` that is used to store additional information about the chunk that     will not be used in the context during inference, but is required for backend functionality. The `ChunkMetadata`     is set during chunk creation in `MemoryToolRuntimeImpl().insert()`and is not expected to change after.     Use `Chunk.metadata` for metadata that will be used in the context during inference."
+            },
+            "InsertChunksRequest": {
+                "type": "object",
+                "properties": {
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "The identifier of the vector database to insert the chunks into."
+                    },
+                    "chunks": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Chunk"
+                        },
+                        "description": "The chunks to insert. Each `Chunk` should contain content which can be interleaved text, images, or other types. `metadata`: `dict[str, Any]` and `embedding`: `List[float]` are optional. If `metadata` is provided, you configure how Llama Stack formats the chunk during generation. If `embedding` is not provided, it will be computed later."
+                    },
+                    "ttl_seconds": {
+                        "type": "integer",
+                        "description": "The time to live of the chunks."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "vector_store_id",
+                    "chunks"
+                ],
+                "title": "InsertChunksRequest"
+            },
+            "QueryChunksRequest": {
+                "type": "object",
+                "properties": {
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "The identifier of the vector database to query."
+                    },
+                    "query": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The query to search for."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the query."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "vector_store_id",
+                    "query"
+                ],
+                "title": "QueryChunksRequest"
+            },
+            "QueryChunksResponse": {
+                "type": "object",
+                "properties": {
+                    "chunks": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Chunk"
+                        },
+                        "description": "List of content chunks returned from the query"
+                    },
+                    "scores": {
+                        "type": "array",
+                        "items": {
+                            "type": "number"
+                        },
+                        "description": "Relevance scores corresponding to each returned chunk"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "chunks",
+                    "scores"
+                ],
+                "title": "QueryChunksResponse",
+                "description": "Response from querying chunks in a vector database."
+            },
+            "VectorStoreFileCounts": {
+                "type": "object",
+                "properties": {
+                    "completed": {
+                        "type": "integer",
+                        "description": "Number of files that have been successfully processed"
+                    },
+                    "cancelled": {
+                        "type": "integer",
+                        "description": "Number of files that had their processing cancelled"
+                    },
+                    "failed": {
+                        "type": "integer",
+                        "description": "Number of files that failed to process"
+                    },
+                    "in_progress": {
+                        "type": "integer",
+                        "description": "Number of files currently being processed"
+                    },
+                    "total": {
+                        "type": "integer",
+                        "description": "Total number of files in the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "completed",
+                    "cancelled",
+                    "failed",
+                    "in_progress",
+                    "total"
+                ],
+                "title": "VectorStoreFileCounts",
+                "description": "File processing status counts for a vector store."
+            },
+            "VectorStoreListResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreObject"
+                        },
+                        "description": "List of vector store objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first vector store in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last vector store in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more vector stores available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListResponse",
+                "description": "Response from listing vector stores."
+            },
+            "VectorStoreObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store",
+                        "description": "Object type identifier, always \"vector_store\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the vector store was created"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the vector store"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by the vector store in bytes"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the vector store"
+                    },
+                    "status": {
+                        "type": "string",
+                        "default": "completed",
+                        "description": "Current status of the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp when the vector store will expire"
+                    },
+                    "last_active_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp of last activity on the vector store"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "usage_bytes",
+                    "file_counts",
+                    "status",
+                    "metadata"
+                ],
+                "title": "VectorStoreObject",
+                "description": "OpenAI Vector Store object."
+            },
+            "OpenAICreateVectorStoreRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) A name for the vector store"
+                    },
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of file IDs to include in the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "chunking_strategy": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Strategy for splitting files into chunks"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAICreateVectorStoreRequestWithExtraBody",
+                "description": "Request to create a vector store with extra_body support."
+            },
+            "OpenaiUpdateVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the vector store."
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The expiration policy for a vector store."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of 16 key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenaiUpdateVectorStoreRequest"
+            },
+            "VectorStoreDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreDeleteResponse",
+                "description": "Response from deleting a vector store."
+            },
+            "VectorStoreChunkingStrategy": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                    },
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                        "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                }
+            },
+            "VectorStoreChunkingStrategyAuto": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "auto",
+                        "default": "auto",
+                        "description": "Strategy type, always \"auto\" for automatic chunking"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "VectorStoreChunkingStrategyAuto",
+                "description": "Automatic chunking strategy for vector store files."
+            },
+            "VectorStoreChunkingStrategyStatic": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "static",
+                        "default": "static",
+                        "description": "Strategy type, always \"static\" for static chunking"
+                    },
+                    "static": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStaticConfig",
+                        "description": "Configuration parameters for the static chunking strategy"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "static"
+                ],
+                "title": "VectorStoreChunkingStrategyStatic",
+                "description": "Static chunking strategy with configurable parameters."
+            },
+            "VectorStoreChunkingStrategyStaticConfig": {
+                "type": "object",
+                "properties": {
+                    "chunk_overlap_tokens": {
+                        "type": "integer",
+                        "default": 400,
+                        "description": "Number of tokens to overlap between adjacent chunks"
+                    },
+                    "max_chunk_size_tokens": {
+                        "type": "integer",
+                        "default": 800,
+                        "description": "Maximum number of tokens per chunk, must be between 100 and 4096"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "chunk_overlap_tokens",
+                    "max_chunk_size_tokens"
+                ],
+                "title": "VectorStoreChunkingStrategyStaticConfig",
+                "description": "Configuration for static chunking strategy."
+            },
+            "OpenAICreateVectorStoreFileBatchRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "A list of File IDs that the vector store should use"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes to store with the files"
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "(Optional) The chunking strategy used to chunk the file(s). Defaults to auto"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_ids"
+                ],
+                "title": "OpenAICreateVectorStoreFileBatchRequestWithExtraBody",
+                "description": "Request to create a vector store file batch with extra_body support."
+            },
+            "VectorStoreFileBatchObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file batch"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file_batch",
+                        "description": "Object type identifier, always \"vector_store.file_batch\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file batch was created"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing the file batch"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file batch"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the batch"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "vector_store_id",
+                    "status",
+                    "file_counts"
+                ],
+                "title": "VectorStoreFileBatchObject",
+                "description": "OpenAI Vector Store File Batch object."
+            },
+            "VectorStoreFileStatus": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "const": "completed"
+                    },
+                    {
+                        "type": "string",
+                        "const": "in_progress"
+                    },
+                    {
+                        "type": "string",
+                        "const": "cancelled"
+                    },
+                    {
+                        "type": "string",
+                        "const": "failed"
+                    }
+                ]
+            },
+            "VectorStoreFileLastError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "server_error"
+                            },
+                            {
+                                "type": "string",
+                                "const": "rate_limit_exceeded"
+                            }
+                        ],
+                        "description": "Error code indicating the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "VectorStoreFileLastError",
+                "description": "Error information for failed vector store file processing."
+            },
+            "VectorStoreFileObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file",
+                        "description": "Object type identifier, always \"vector_store.file\""
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "chunking_strategy": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                            },
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                                "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        },
+                        "description": "Strategy used for splitting the file into chunks"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file was added to the vector store"
+                    },
+                    "last_error": {
+                        "$ref": "#/components/schemas/VectorStoreFileLastError",
+                        "description": "(Optional) Error information if file processing failed"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by this file in bytes"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing this file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "attributes",
+                    "chunking_strategy",
+                    "created_at",
+                    "status",
+                    "usage_bytes",
+                    "vector_store_id"
+                ],
+                "title": "VectorStoreFileObject",
+                "description": "OpenAI Vector Store File object."
+            },
+            "VectorStoreFilesListInBatchResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects in the batch"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreFilesListInBatchResponse",
+                "description": "Response from listing files in a vector store file batch."
+            },
+            "VectorStoreListFilesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListFilesResponse",
+                "description": "Response from listing files in a vector store."
+            },
+            "OpenaiAttachFileToVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "The ID of the file to attach to the vector store."
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The key-value attributes stored with the file, which can be used for filtering."
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "The chunking strategy to use for the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id"
+                ],
+                "title": "OpenaiAttachFileToVectorStoreRequest"
+            },
+            "OpenaiUpdateVectorStoreFileRequest": {
+                "type": "object",
+                "properties": {
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The updated key-value attributes to store with the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "attributes"
+                ],
+                "title": "OpenaiUpdateVectorStoreFileRequest"
+            },
+            "VectorStoreFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreFileDeleteResponse",
+                "description": "Response from deleting a vector store file."
+            },
+            "VectorStoreContent": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "description": "Content type, currently only \"text\" is supported"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The actual text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "VectorStoreContent",
+                "description": "Content item from a vector store file or search result."
+            },
+            "VectorStoreFileContentsResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items from the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "attributes",
+                    "content"
+                ],
+                "title": "VectorStoreFileContentsResponse",
+                "description": "Response from retrieving the contents of a vector store file."
+            },
+            "OpenaiSearchVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "query": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "The query string or array for performing the search."
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Filters based on file attributes to narrow the search results."
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "description": "Maximum number of results to return (1 to 50 inclusive, default 10)."
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Ranking options for fine-tuning the search results."
+                    },
+                    "rewrite_query": {
+                        "type": "boolean",
+                        "description": "Whether to rewrite the natural language query for vector search (default false)"
+                    },
+                    "search_mode": {
+                        "type": "string",
+                        "description": "The search mode to use - \"keyword\", \"vector\", or \"hybrid\" (default \"vector\")"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "query"
+                ],
+                "title": "OpenaiSearchVectorStoreRequest"
+            },
+            "VectorStoreSearchResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file containing the result"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file containing the result"
+                    },
+                    "score": {
+                        "type": "number",
+                        "description": "Relevance score for this search result"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "boolean"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items matching the search query"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "score",
+                    "content"
+                ],
+                "title": "VectorStoreSearchResponse",
+                "description": "Response from searching a vector store."
+            },
+            "VectorStoreSearchResponsePage": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.search_results.page",
+                        "description": "Object type identifier for the search results page"
+                    },
+                    "search_query": {
+                        "type": "string",
+                        "description": "The original search query that was executed"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreSearchResponse"
+                        },
+                        "description": "List of search result objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "next_page": {
+                        "type": "string",
+                        "description": "(Optional) Token for retrieving the next page of results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "search_query",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreSearchResponsePage",
+                "description": "Paginated response from searching a vector store."
+            },
+            "VersionInfo": {
+                "type": "object",
+                "properties": {
+                    "version": {
+                        "type": "string",
+                        "description": "Version number of the service"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version"
+                ],
+                "title": "VersionInfo",
+                "description": "Version information for the service."
+            }
+        },
+        "responses": {
+            "BadRequest400": {
+                "description": "The request was invalid or malformed",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 400,
+                            "title": "Bad Request",
+                            "detail": "The request was invalid or malformed"
+                        }
+                    }
+                }
+            },
+            "TooManyRequests429": {
+                "description": "The client has sent too many requests in a given amount of time",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 429,
+                            "title": "Too Many Requests",
+                            "detail": "You have exceeded the rate limit. Please try again later."
+                        }
+                    }
+                }
+            },
+            "InternalServerError500": {
+                "description": "The server encountered an unexpected error",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 500,
+                            "title": "Internal Server Error",
+                            "detail": "An unexpected error occurred. Our team has been notified."
+                        }
+                    }
+                }
+            },
+            "DefaultError": {
+                "description": "An unexpected error occurred",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 0,
+                            "title": "Error",
+                            "detail": "An unexpected error occurred"
+                        }
+                    }
+                }
+            }
+        }
+    },
+    "security": [
+        {
+            "Default": []
+        }
+    ],
+    "tags": [
+        {
+            "name": "Agents",
+            "description": "APIs for creating and interacting with agentic systems.\n\n## Responses API\n\nThe Responses API provides OpenAI-compatible functionality with enhanced capabilities for dynamic, stateful interactions.\n\n> **✅ STABLE**: This API is production-ready with backward compatibility guarantees. Recommended for production applications.\n\n### ✅ Supported Tools\n\nThe Responses API supports the following tool types:\n\n- **`web_search`**: Search the web for current information and real-time data\n- **`file_search`**: Search through uploaded files and vector stores\n  - Supports dynamic `vector_store_ids` per call\n  - Compatible with OpenAI file search patterns\n- **`function`**: Call custom functions with JSON schema validation\n- **`mcp_tool`**: Model Context Protocol integration\n\n### ✅ Supported Fields & Features\n\n**Core Capabilities:**\n- **Dynamic Configuration**: Switch models, vector stores, and tools per request without pre-configuration\n- **Conversation Branching**: Use `previous_response_id` to branch conversations and explore different paths\n- **Rich Annotations**: Automatic file citations, URL citations, and container file citations\n- **Status Tracking**: Monitor tool call execution status and handle failures gracefully\n\n### 🚧 Work in Progress\n\n- Full real-time response streaming support\n- `tool_choice` parameter\n- `max_tool_calls` parameter\n- Built-in tools (code interpreter, containers API)\n- Safety & guardrails\n- `reasoning` capabilities\n- `service_tier`\n- `logprobs`\n- `max_output_tokens`\n- `metadata` handling\n- `instructions`\n- `incomplete_details`\n- `background`",
+            "x-displayName": "Agents"
+        },
+        {
+            "name": "Batches",
+            "description": "The API is designed to allow use of openai client libraries for seamless integration.\n\nThis API provides the following extensions:\n - idempotent batch creation\n\nNote: This API is currently under active development and may undergo changes.",
+            "x-displayName": "The Batches API enables efficient processing of multiple requests in a single operation, particularly useful for processing large datasets, batch evaluation workflows, and cost-effective inference at scale."
+        },
+        {
+            "name": "Conversations",
+            "description": "Protocol for conversation management operations.",
+            "x-displayName": "Conversations"
+        },
+        {
+            "name": "Files",
+            "description": "This API is used to upload documents that can be used with other Llama Stack APIs.",
+            "x-displayName": "Files"
+        },
+        {
+            "name": "Inference",
+            "description": "Llama Stack Inference API for generating completions, chat completions, and embeddings.\n\nThis API provides the raw interface to the underlying models. Three kinds of models are supported:\n- LLM models: these models generate \"raw\" and \"chat\" (conversational) completions.\n- Embedding models: these models generate embeddings to be used for semantic search.\n- Rerank models: these models reorder the documents based on their relevance to a query.",
+            "x-displayName": "Inference"
+        },
+        {
+            "name": "Inspect",
+            "description": "APIs for inspecting the Llama Stack service, including health status, available API routes with methods and implementing providers.",
+            "x-displayName": "Inspect"
+        },
+        {
+            "name": "Models",
+            "description": ""
+        },
+        {
+            "name": "Prompts",
+            "description": "Protocol for prompt management operations.",
+            "x-displayName": "Prompts"
+        },
+        {
+            "name": "Providers",
+            "description": "Providers API for inspecting, listing, and modifying providers and their configurations.",
+            "x-displayName": "Providers"
+        },
+        {
+            "name": "Safety",
+            "description": "OpenAI-compatible Moderations API.",
+            "x-displayName": "Safety"
+        },
+        {
+            "name": "Scoring",
+            "description": ""
+        },
+        {
+            "name": "ScoringFunctions",
+            "description": ""
+        },
+        {
+            "name": "Shields",
+            "description": ""
+        },
+        {
+            "name": "SyntheticDataGeneration (Coming Soon)",
+            "description": ""
+        },
+        {
+            "name": "ToolGroups",
+            "description": ""
+        },
+        {
+            "name": "ToolRuntime",
+            "description": ""
+        },
+        {
+            "name": "VectorIO",
+            "description": ""
+        }
+    ],
+    "x-tagGroups": [
+        {
+            "name": "Operations",
+            "tags": [
+                "Agents",
+                "Batches",
+                "Conversations",
+                "Files",
+                "Inference",
+                "Inspect",
+                "Models",
+                "Prompts",
+                "Providers",
+                "Safety",
+                "Scoring",
+                "ScoringFunctions",
+                "Shields",
+                "SyntheticDataGeneration (Coming Soon)",
+                "ToolGroups",
+                "ToolRuntime",
+                "VectorIO"
+            ]
+        }
+    ]
+};
+            const element = document.getElementById("openapi-container");
+            element.apiDescriptionDocument = spec;
+
+            if (spec.info && spec.info.title) {
+                document.title = spec.info.title;
+            }
+        });
+    </script>
+</body>
+
+</html>
diff --git a/docs/static/llama-stack-spec.yaml b/docs/static/llama-stack-spec.yaml
index a593fef85..d5a3963f3 100644
--- a/docs/static/llama-stack-spec.yaml
+++ b/docs/static/llama-stack-spec.yaml
@@ -5589,6 +5589,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -5976,6 +6008,38 @@ components:
             title: OpenAIResponseText
           - type: 'null'
           title: OpenAIResponseText
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         tools:
           anyOf:
           - items:
@@ -6135,6 +6199,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -10239,6 +10335,112 @@ components:
       type: object
       title: OpenAIChatCompletionUsagePromptTokensDetails
       description: Token details for prompt tokens in OpenAI chat completion usage.
+    OpenAIResponseInputToolChoiceAllowedTools:
+      properties:
+        mode:
+          type: string
+          enum:
+          - auto
+          - required
+          title: Mode
+          default: auto
+        tools:
+          items:
+            additionalProperties:
+              type: string
+            type: object
+          type: array
+          title: Tools
+        type:
+          type: string
+          const: allowed_tools
+          title: Type
+          default: allowed_tools
+      type: object
+      required:
+      - tools
+      title: OpenAIResponseInputToolChoiceAllowedTools
+      description: Constrains the tools available to the model to a pre-defined set.
+    OpenAIResponseInputToolChoiceCustomTool:
+      properties:
+        type:
+          type: string
+          const: custom
+          title: Type
+          default: custom
+        name:
+          type: string
+          title: Name
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceCustomTool
+      description: Forces the model to call a custom tool.
+    OpenAIResponseInputToolChoiceFileSearch:
+      properties:
+        type:
+          type: string
+          const: file_search
+          title: Type
+          default: file_search
+      type: object
+      title: OpenAIResponseInputToolChoiceFileSearch
+      description: Indicates that the model should use file search to generate a response.
+    OpenAIResponseInputToolChoiceFunctionTool:
+      properties:
+        name:
+          type: string
+          title: Name
+        type:
+          type: string
+          const: function
+          title: Type
+          default: function
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceFunctionTool
+      description: Forces the model to call a specific function.
+    OpenAIResponseInputToolChoiceMCPTool:
+      properties:
+        server_label:
+          type: string
+          title: Server Label
+        type:
+          type: string
+          const: mcp
+          title: Type
+          default: mcp
+        name:
+          anyOf:
+          - type: string
+          - type: 'null'
+      type: object
+      required:
+      - server_label
+      title: OpenAIResponseInputToolChoiceMCPTool
+      description: Forces the model to call a specific tool on a remote MCP server
+    OpenAIResponseInputToolChoiceMode:
+      type: string
+      enum:
+      - auto
+      - required
+      - none
+      title: OpenAIResponseInputToolChoiceMode
+    OpenAIResponseInputToolChoiceWebSearch:
+      properties:
+        type:
+          title: Type
+          default: web_search
+          type: string
+          enum:
+          - web_search
+          - web_search_preview
+          - web_search_preview_2025_03_11
+          - web_search_2025_08_26
+      type: object
+      title: OpenAIResponseInputToolChoiceWebSearch
+      description: Indicates that the model should use web search to generate a response
     OpenAIResponseMessage-Input:
       properties:
         content:
@@ -10625,6 +10827,132 @@ components:
       - $ref: '#/components/schemas/GrammarResponseFormat'
         title: GrammarResponseFormat
       title: JsonSchemaResponseFormat | GrammarResponseFormat
+    AllowedToolsConfig:
+      properties:
+        tools:
+          items:
+            additionalProperties: true
+            type: object
+          title: Tools
+          type: array
+        mode:
+          enum:
+          - auto
+          - required
+          title: Mode
+          type: string
+      required:
+      - tools
+      - mode
+      title: AllowedToolsConfig
+      type: object
+    CustomToolConfig:
+      description: Custom tool configuration for OpenAI-compatible chat completion requests.
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: CustomToolConfig
+      type: object
+    FunctionToolConfig:
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: FunctionToolConfig
+      type: object
+    OpenAIChatCompletionToolChoiceAllowedTools:
+      description: Allowed tools response format for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: allowed_tools
+          default: allowed_tools
+          title: Type
+          type: string
+        allowed_tools:
+          $ref: '#/components/schemas/AllowedToolsConfig'
+      required:
+      - allowed_tools
+      title: OpenAIChatCompletionToolChoiceAllowedTools
+      type: object
+    OpenAIChatCompletionToolChoiceCustomTool:
+      description: Custom tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: custom
+          default: custom
+          title: Type
+          type: string
+        custom:
+          $ref: '#/components/schemas/CustomToolConfig'
+      required:
+      - custom
+      title: OpenAIChatCompletionToolChoiceCustomTool
+      type: object
+    OpenAIChatCompletionToolChoiceFunctionTool:
+      description: Function tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: function
+          default: function
+          title: Type
+          type: string
+        function:
+          $ref: '#/components/schemas/FunctionToolConfig'
+      required:
+      - function
+      title: OpenAIChatCompletionToolChoiceFunctionTool
+      type: object
+    OpenAIChatCompletionToolChoice:
+      discriminator:
+        mapping:
+          allowed_tools: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+          custom: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+          function: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        propertyName: type
+      oneOf:
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+        title: OpenAIChatCompletionToolChoiceAllowedTools
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        title: OpenAIChatCompletionToolChoiceFunctionTool
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+        title: OpenAIChatCompletionToolChoiceCustomTool
+      title: OpenAIChatCompletionToolChoiceAllowedTools | OpenAIChatCompletionToolChoiceFunctionTool | OpenAIChatCompletionToolChoiceCustomTool
+    OpenAIResponseInputToolChoice:
+      anyOf:
+      - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+        title: OpenAIResponseInputToolChoiceMode
+      - discriminator:
+          mapping:
+            allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+            custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+            file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+            function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+            mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+            web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          propertyName: type
+        oneOf:
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+          title: OpenAIResponseInputToolChoiceAllowedTools
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+          title: OpenAIResponseInputToolChoiceFileSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          title: OpenAIResponseInputToolChoiceWebSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+          title: OpenAIResponseInputToolChoiceFunctionTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+          title: OpenAIResponseInputToolChoiceMCPTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+          title: OpenAIResponseInputToolChoiceCustomTool
+        title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+      title: OpenAIResponseInputToolChoiceMode
     OpenAIResponseContentPart:
       discriminator:
         mapping:
diff --git a/docs/static/stainless-llama-stack-spec.html b/docs/static/stainless-llama-stack-spec.html
new file mode 100644
index 000000000..b0d151ca7
--- /dev/null
+++ b/docs/static/stainless-llama-stack-spec.html
@@ -0,0 +1,18929 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <title>OpenAPI specification</title>
+    <link href="https://fonts.googleapis.com/css?family=Montserrat:300,400,700|Roboto:300,400,700" rel="stylesheet">
+    <script type="module" src="https://cdn.jsdelivr.net/npm/@stoplight/elements/web-components.min.js"></script>
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@stoplight/elements/styles.min.css">
+    <style>
+        body {
+            margin: 0;
+            padding: 0;
+            height: 100vh;
+        }
+
+        elements-api {
+            height: 100%;
+        }
+    </style>
+</head>
+
+<body>
+    <elements-api id="openapi-container" router="hash" layout="sidebar" hideExport="true"
+        hideInternal="true"></elements-api>
+
+    <script>
+        document.addEventListener("DOMContentLoaded", function () {
+            const spec = {
+    "openapi": "3.1.0",
+    "info": {
+        "title": "Llama Stack Specification - Stable & Experimental APIs",
+        "version": "v1",
+        "description": "This is the specification of the Llama Stack that provides\n                a set of endpoints and their corresponding interfaces that are tailored to\n                best leverage Llama Models.\n\n**🔗 COMBINED**: This specification includes both stable production-ready APIs and experimental pre-release APIs. Use stable APIs for production deployments and experimental APIs for testing new features."
+    },
+    "servers": [
+        {
+            "url": "http://any-hosted-llama-stack.com"
+        }
+    ],
+    "paths": {
+        "/v1/batches": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of batch objects.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListBatchesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "List all batches for the current user.",
+                "description": "List all batches for the current user.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for pagination; returns batches after this batch ID.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "Number of batches to return (default 20, max 100).",
+                        "required": true,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Create a new batch for processing multiple API requests.",
+                "description": "Create a new batch for processing multiple API requests.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateBatchRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Retrieve information about a specific batch.",
+                "description": "Retrieve information about a specific batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated batch object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Batch"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Batches"
+                ],
+                "summary": "Cancel a batch that is in progress.",
+                "description": "Cancel a batch that is in progress.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/chat/completions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIChatCompletionResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIChatCompletionResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "List chat completions.",
+                "description": "List chat completions.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last chat completion to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The maximum number of chat completions to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort the chat completions by: \"asc\" or \"desc\". Defaults to \"desc\".",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIChatCompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "oneOf": [
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletion"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/OpenAIChatCompletionChunk"
+                                        }
+                                    ]
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create chat completions.",
+                "description": "Create chat completions.\nGenerate an OpenAI-compatible chat completion for the given messages using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIChatCompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/chat/completions/{completion_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A OpenAICompletionWithInputMessages.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletionWithInputMessages"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Get chat completion.",
+                "description": "Get chat completion.\nDescribe a chat completion by its ID.",
+                "parameters": [
+                    {
+                        "name": "completion_id",
+                        "in": "path",
+                        "description": "ID of the chat completion.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/completions": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAICompletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAICompletion"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create completion.",
+                "description": "Create completion.\nGenerate an OpenAI-compatible completion for the given prompt using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICompletionRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Create a conversation.",
+                "description": "Create a conversation.\nCreate a conversation.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateConversationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Retrieve a conversation.",
+                "description": "Retrieve a conversation.\nGet a conversation with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated conversation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Conversation"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Update a conversation.",
+                "description": "Update a conversation.\nUpdate a conversation's metadata with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/UpdateConversationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "The deleted conversation resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationDeletedResource"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Delete a conversation.",
+                "description": "Delete a conversation.\nDelete a conversation with the given ID.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}/items": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "List of conversation items.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemList"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "List items.",
+                "description": "List items.\nList items in the conversation.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "An item ID to list items after, used in pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "include",
+                        "in": "query",
+                        "description": "Specify additional output data to include in the response.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string",
+                                "enum": [
+                                    "web_search_call.action.sources",
+                                    "code_interpreter_call.outputs",
+                                    "computer_call_output.output.image_url",
+                                    "file_search_call.results",
+                                    "message.input_image.image_url",
+                                    "message.output_text.logprobs",
+                                    "reasoning.encrypted_content"
+                                ],
+                                "title": "ConversationItemInclude",
+                                "description": "Specify additional output data to include in the model response."
+                            }
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned (1-100, default 20).",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to return items in (asc or desc, default desc).",
+                        "required": false,
+                        "schema": {
+                            "type": "string",
+                            "enum": [
+                                "asc",
+                                "desc"
+                            ]
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "List of created items.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemList"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Create items.",
+                "description": "Create items.\nCreate items in the conversation.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/AddItemsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/conversations/{conversation_id}/items/{item_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The conversation item.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItem"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Retrieve an item.",
+                "description": "Retrieve an item.\nRetrieve a conversation item.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "item_id",
+                        "in": "path",
+                        "description": "The item identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "The deleted item resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ConversationItemDeletedResource"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Conversations"
+                ],
+                "summary": "Delete an item.",
+                "description": "Delete an item.\nDelete a conversation item.",
+                "parameters": [
+                    {
+                        "name": "conversation_id",
+                        "in": "path",
+                        "description": "The conversation identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "item_id",
+                        "in": "path",
+                        "description": "The item identifier.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/embeddings": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIEmbeddingsResponse containing the embeddings.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIEmbeddingsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Create embeddings.",
+                "description": "Create embeddings.\nGenerate OpenAI-compatible embeddings for the given input using the specified model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAIEmbeddingsRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIFileResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIFileResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "List files.",
+                "description": "List files.\nReturns a list of files that belong to the user's organization.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list. For instance, if you make a list request and receive 100 objects, ending with obj_foo, your subsequent call can include after=obj_foo in order to fetch the next page of the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 10,000, and the default is 10,000.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    },
+                    {
+                        "name": "purpose",
+                        "in": "query",
+                        "description": "Only return files with the given purpose.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/OpenAIFilePurpose"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject representing the uploaded file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Upload file.",
+                "description": "Upload file.\nUpload a file that can be used across various endpoints.\n\nThe file upload should be a multipart form request with:\n- file: The File object (not file name) to be uploaded.\n- purpose: The intended purpose of the uploaded file.\n- expires_after: Optional form values describing expiration for the file.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "multipart/form-data": {
+                            "schema": {
+                                "type": "object",
+                                "properties": {
+                                    "file": {
+                                        "type": "string",
+                                        "format": "binary"
+                                    },
+                                    "purpose": {
+                                        "$ref": "#/components/schemas/OpenAIFilePurpose"
+                                    },
+                                    "expires_after": {
+                                        "$ref": "#/components/schemas/ExpiresAfter"
+                                    }
+                                },
+                                "required": [
+                                    "file",
+                                    "purpose"
+                                ]
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileObject containing file information.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file.",
+                "description": "Retrieve file.\nReturns information about a specific file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIFileDeleteResponse indicating successful deletion.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Delete file.",
+                "description": "Delete file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The raw file content as a binary response.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Response"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Files"
+                ],
+                "summary": "Retrieve file content.",
+                "description": "Retrieve file content.\nReturns the contents of the specified file.",
+                "parameters": [
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to use for this request.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/health": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Health information indicating if the service is operational.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/HealthInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "Get health status.",
+                "description": "Get health status.\nGet the current health status of the service.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/inspect/routes": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Response containing information about all available routes.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListRoutesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "List routes.",
+                "description": "List routes.\nList all available API routes with their methods and implementing providers.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/models": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListModelsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListModelsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "List all models.",
+                "description": "List all models.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Model.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Model"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Register model.",
+                "description": "Register model.\nRegister a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterModelRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/models/{model_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Model.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Model"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Get model.",
+                "description": "Get model.\nGet a model by its identifier.",
+                "parameters": [
+                    {
+                        "name": "model_id",
+                        "in": "path",
+                        "description": "The identifier of the model to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Models"
+                ],
+                "summary": "Unregister model.",
+                "description": "Unregister model.\nUnregister a model.",
+                "parameters": [
+                    {
+                        "name": "model_id",
+                        "in": "path",
+                        "description": "The identifier of the model to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/moderations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A moderation object.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ModerationObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Safety"
+                ],
+                "summary": "Create moderation.",
+                "description": "Create moderation.\nClassifies if text and/or image inputs are potentially harmful.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunModerationRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPromptsResponse containing all prompts.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPromptsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "List all prompts.",
+                "description": "List all prompts.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The created Prompt resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Create prompt.",
+                "description": "Create prompt.\nCreate a new prompt.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreatePromptRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Prompt resource.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Get prompt.",
+                "description": "Get prompt.\nGet a prompt by its identifier and optional version.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "version",
+                        "in": "query",
+                        "description": "The version of the prompt to get (defaults to latest).",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The updated Prompt resource with incremented version.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Update prompt.",
+                "description": "Update prompt.\nUpdate an existing prompt (increments version).",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/UpdatePromptRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Delete prompt.",
+                "description": "Delete prompt.\nDelete a prompt.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}/set-default-version": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The prompt with the specified version now set as default.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Prompt"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "Set prompt version.",
+                "description": "Set prompt version.\nSet which version of a prompt should be the default in get_prompt (latest).",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SetDefaultVersionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/prompts/{prompt_id}/versions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPromptsResponse containing all versions of the prompt.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPromptsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Prompts"
+                ],
+                "summary": "List prompt versions.",
+                "description": "List prompt versions.\nList all versions of a specific prompt.",
+                "parameters": [
+                    {
+                        "name": "prompt_id",
+                        "in": "path",
+                        "description": "The identifier of the prompt to list versions for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/providers": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListProvidersResponse containing information about all providers.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListProvidersResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Providers"
+                ],
+                "summary": "List providers.",
+                "description": "List providers.\nList all available providers.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1/providers/{provider_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ProviderInfo object containing the provider's details.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ProviderInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Providers"
+                ],
+                "summary": "Get provider.",
+                "description": "Get provider.\nGet detailed information about a specific provider.",
+                "parameters": [
+                    {
+                        "name": "provider_id",
+                        "in": "path",
+                        "description": "The ID of the provider to inspect.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/responses": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListOpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all responses.",
+                "description": "List all responses.",
+                "parameters": [
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "The ID of the last response to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of responses to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "model",
+                        "in": "query",
+                        "description": "The model to filter responses by.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to sort responses by when sorted by created_at ('asc' or 'desc').",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObjectStream"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a model response.",
+                "description": "Create a model response.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateOpenaiResponseRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false,
+                "x-llama-stack-extra-body-params": [
+                    {
+                        "name": "guardrails",
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "oneOf": [
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "$ref": "#/components/schemas/ResponseGuardrailSpec"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "List of guardrails to apply during response generation. Guardrails provide safety and content moderation.",
+                        "required": false
+                    }
+                ]
+            }
+        },
+        "/v1/responses/{response_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIResponseObject.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Get a model response.",
+                "description": "Get a model response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "An OpenAIDeleteResponseObject",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/OpenAIDeleteResponseObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete a response.",
+                "description": "Delete a response.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the OpenAI response to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/responses/{response_id}/input_items": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An ListOpenAIResponseInputItem.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListOpenAIResponseInputItem"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List input items.",
+                "description": "List input items.",
+                "parameters": [
+                    {
+                        "name": "response_id",
+                        "in": "path",
+                        "description": "The ID of the response to retrieve input items for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "An item ID to list items after, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "An item ID to list items before, used for pagination.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "include",
+                        "in": "query",
+                        "description": "Additional fields to include in the response.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "The order to return the input items in. Default is desc.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/Order"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/safety/run-shield": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A RunShieldResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/RunShieldResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Safety"
+                ],
+                "summary": "Run shield.",
+                "description": "Run shield.\nRun a shield.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunShieldRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring-functions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListScoringFunctionsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListScoringFunctionsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "List all scoring functions.",
+                "description": "List all scoring functions.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Register a scoring function.",
+                "description": "Register a scoring function.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterScoringFunctionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring-functions/{scoring_fn_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoringFn.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoringFn"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Get a scoring function by its ID.",
+                "description": "Get a scoring function by its ID.",
+                "parameters": [
+                    {
+                        "name": "scoring_fn_id",
+                        "in": "path",
+                        "description": "The ID of the scoring function to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ScoringFunctions"
+                ],
+                "summary": "Unregister a scoring function.",
+                "description": "Unregister a scoring function.",
+                "parameters": [
+                    {
+                        "name": "scoring_fn_id",
+                        "in": "path",
+                        "description": "The ID of the scoring function to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/scoring/score": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoreResponse object containing rows and aggregated results.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoreResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Scoring"
+                ],
+                "summary": "Score a list of rows.",
+                "description": "Score a list of rows.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ScoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/scoring/score-batch": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ScoreBatchResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ScoreBatchResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Scoring"
+                ],
+                "summary": "Score a batch of rows.",
+                "description": "Score a batch of rows.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ScoreBatchRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/shields": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListShieldsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListShieldsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "List all shields.",
+                "description": "List all shields.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Shield.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Shield"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Register a shield.",
+                "description": "Register a shield.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterShieldRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/shields/{identifier}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Shield.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Shield"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Get a shield by its identifier.",
+                "description": "Get a shield by its identifier.",
+                "parameters": [
+                    {
+                        "name": "identifier",
+                        "in": "path",
+                        "description": "The identifier of the shield to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Shields"
+                ],
+                "summary": "Unregister a shield.",
+                "description": "Unregister a shield.",
+                "parameters": [
+                    {
+                        "name": "identifier",
+                        "in": "path",
+                        "description": "The identifier of the shield to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/synthetic-data-generation/generate": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "Response containing filtered synthetic data samples and optional statistics",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/SyntheticDataGenerationResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "SyntheticDataGeneration (Coming Soon)"
+                ],
+                "summary": "Generate synthetic data based on input dialogs and apply filtering.",
+                "description": "Generate synthetic data based on input dialogs and apply filtering.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SyntheticDataGenerateRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/invoke": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolInvocationResult.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolInvocationResult"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Run a tool with the given arguments.",
+                "description": "Run a tool with the given arguments.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InvokeToolRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/list-tools": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolDefsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolDefsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "List all tools in the runtime.",
+                "description": "List all tools in the runtime.",
+                "parameters": [
+                    {
+                        "name": "tool_group_id",
+                        "in": "query",
+                        "description": "The ID of the tool group to list tools for.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "mcp_endpoint",
+                        "in": "query",
+                        "description": "The MCP endpoint to use for the tool group.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/URL"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/rag-tool/insert": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Index documents so they can be used by the RAG system.",
+                "description": "Index documents so they can be used by the RAG system.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InsertRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/tool-runtime/rag-tool/query": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "RAGQueryResult containing the retrieved content and metadata",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/RAGQueryResult"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolRuntime"
+                ],
+                "summary": "Query the RAG system for context; typically invoked by the agent.",
+                "description": "Query the RAG system for context; typically invoked by the agent.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/QueryRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/toolgroups": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolGroupsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolGroupsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "List tool groups with optional provider.",
+                "description": "List tool groups with optional provider.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Register a tool group.",
+                "description": "Register a tool group.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterToolGroupRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/toolgroups/{toolgroup_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolGroup.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolGroup"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Get a tool group by its ID.",
+                "description": "Get a tool group by its ID.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "path",
+                        "description": "The ID of the tool group to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Unregister a tool group.",
+                "description": "Unregister a tool group.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "path",
+                        "description": "The ID of the tool group to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tools": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListToolDefsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListToolDefsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "List tools with optional tool group.",
+                "description": "List tools with optional tool group.",
+                "parameters": [
+                    {
+                        "name": "toolgroup_id",
+                        "in": "query",
+                        "description": "The ID of the tool group to list tools for.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/tools/{tool_name}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ToolDef.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ToolDef"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "ToolGroups"
+                ],
+                "summary": "Get a tool by its name.",
+                "description": "Get a tool by its name.",
+                "parameters": [
+                    {
+                        "name": "tool_name",
+                        "in": "path",
+                        "description": "The name of the tool to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector-io/insert": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Insert chunks into a vector database.",
+                "description": "Insert chunks into a vector database.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/InsertChunksRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector-io/query": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A QueryChunksResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/QueryChunksResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Query chunks from a vector database.",
+                "description": "Query chunks from a vector database.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/QueryChunksRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListResponse containing the list of vector stores.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector stores.",
+                "description": "Returns a list of vector stores.",
+                "parameters": [
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the created vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Creates a vector store.",
+                "description": "Creates a vector store.\nGenerate an OpenAI-compatible vector store with the given parameters.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store.",
+                "description": "Retrieves a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreObject representing the updated vector store.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store.",
+                "description": "Updates a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store.",
+                "description": "Delete a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the created file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Create a vector store file batch.",
+                "description": "Create a vector store file batch.\nGenerate an OpenAI-compatible vector store file batch for the given vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to create the file batch for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenAICreateVectorStoreFileBatchRequestWithExtraBody"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieve a vector store file batch.",
+                "description": "Retrieve a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileBatchObject representing the cancelled file batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileBatchObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Cancels a vector store file batch.",
+                "description": "Cancels a vector store file batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/file_batches/{batch_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFilesListInBatchResponse containing the list of files in the batch.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFilesListInBatchResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Returns a list of vector store files in a batch.",
+                "description": "Returns a list of vector store files in a batch.",
+                "parameters": [
+                    {
+                        "name": "batch_id",
+                        "in": "path",
+                        "description": "The ID of the file batch to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file batch.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "Filter by file status. One of in_progress, completed, failed, cancelled.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreListFilesResponse containing the list of files.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreListFilesResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "List files in a vector store.",
+                "description": "List files in a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to list files from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "(Optional) A limit on the number of objects to be returned. Limit can range between 1 and 100, and the default is 20.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "order",
+                        "in": "query",
+                        "description": "(Optional) Sort order by the `created_at` timestamp of the objects. `asc` for ascending order and `desc` for descending order.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "after",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `after` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "before",
+                        "in": "query",
+                        "description": "(Optional) A cursor for use in pagination. `before` is an object ID that defines your place in the list.",
+                        "required": false,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "filter",
+                        "in": "query",
+                        "description": "(Optional) Filter by file status to only return files with the specified status.",
+                        "required": false,
+                        "schema": {
+                            "$ref": "#/components/schemas/VectorStoreFileStatus"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the attached file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Attach a file to a vector store.",
+                "description": "Attach a file to a vector store.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to attach the file to.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiAttachFileToVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files/{file_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves a vector store file.",
+                "description": "Retrieves a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileObject representing the updated file.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileObject"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Updates a vector store file.",
+                "description": "Updates a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to update.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiUpdateVectorStoreFileRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreFileDeleteResponse indicating the deletion status.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileDeleteResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Delete a vector store file.",
+                "description": "Delete a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/files/{file_id}/content": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A list of InterleavedContent representing the file contents.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreFileContentsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Retrieves the contents of a vector store file.",
+                "description": "Retrieves the contents of a vector store file.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store containing the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "file_id",
+                        "in": "path",
+                        "description": "The ID of the file to retrieve.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1/vector_stores/{vector_store_id}/search": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A VectorStoreSearchResponse containing the search results.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VectorStoreSearchResponsePage"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "VectorIO"
+                ],
+                "summary": "Search for chunks in a vector store.",
+                "description": "Search for chunks in a vector store.\nSearches a vector store for relevant chunks based on a query and optional file attribute filters.",
+                "parameters": [
+                    {
+                        "name": "vector_store_id",
+                        "in": "path",
+                        "description": "The ID of the vector store to search.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/OpenaiSearchVectorStoreRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1/version": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "Version information containing the service version number.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/VersionInfo"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inspect"
+                ],
+                "summary": "Get version.",
+                "description": "Get version.\nGet the version of the service.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1beta/datasetio/append-rows/{dataset_id}": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "DatasetIO"
+                ],
+                "summary": "Append rows to a dataset.",
+                "description": "Append rows to a dataset.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to append the rows to.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/AppendRowsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1beta/datasetio/iterrows/{dataset_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "DatasetIO"
+                ],
+                "summary": "Get a paginated list of rows from a dataset.",
+                "description": "Get a paginated list of rows from a dataset.\nUses offset-based pagination where:\n- start_index: The starting index (0-based). If None, starts from beginning.\n- limit: Number of items to return. If None or -1, returns all items.\n\nThe response includes:\n- data: List of items for the current page.\n- has_more: Whether there are more items available after this set.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to get the rows from.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "Index into dataset for the first row to get. Get all rows if None.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of rows to get.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1beta/datasets": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListDatasetsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListDatasetsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "List all datasets.",
+                "description": "List all datasets.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Dataset.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Dataset"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Register a new dataset.",
+                "description": "Register a new dataset.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterDatasetRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1beta/datasets/{dataset_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Dataset.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Dataset"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Get a dataset by its ID.",
+                "description": "Get a dataset by its ID.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Datasets"
+                ],
+                "summary": "Unregister a dataset by its ID.",
+                "description": "Unregister a dataset by its ID.",
+                "parameters": [
+                    {
+                        "name": "dataset_id",
+                        "in": "path",
+                        "description": "The ID of the dataset to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all agents.",
+                "description": "List all agents.",
+                "parameters": [
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "The index to start the pagination from.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of agents to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentCreateResponse with the agent ID.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentCreateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create an agent with the given configuration.",
+                "description": "Create an agent with the given configuration.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An Agent of the agent.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Agent"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Describe an agent by its ID.",
+                "description": "Describe an agent by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "ID of the agent.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete an agent by its ID and its associated sessions and turns.",
+                "description": "Delete an agent by its ID and its associated sessions and turns.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentSessionCreateResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentSessionCreateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a new session for an agent.",
+                "description": "Create a new session for an agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to create the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentSessionRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session/{session_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Session.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Session"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent session by its ID.",
+                "description": "Retrieve an agent session by its ID.",
+                "parameters": [
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_ids",
+                        "in": "query",
+                        "description": "(Optional) List of turn IDs to filter the session by.",
+                        "required": false,
+                        "schema": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Delete an agent session by its ID and its associated turns.",
+                "description": "Delete an agent session by its ID and its associated turns.",
+                "parameters": [
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to delete.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to delete the session for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session/{session_id}/turn": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "If stream=False, returns a Turn object. If stream=True, returns an SSE event stream of AgentTurnResponseStreamChunk.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentTurnResponseStreamChunk"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Create a new turn for an agent.",
+                "description": "Create a new turn for an agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to create the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to create the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CreateAgentTurnRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session/{session_id}/turn/{turn_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Turn.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent turn by its ID.",
+                "description": "Retrieve an agent turn by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get the turn for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session/{session_id}/turn/{turn_id}/resume": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A Turn object if stream is False, otherwise an AsyncIterator of AgentTurnResponseStreamChunk objects.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Turn"
+                                }
+                            },
+                            "text/event-stream": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentTurnResponseStreamChunk"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Resume an agent turn with executed tool call responses.",
+                "description": "Resume an agent turn with executed tool call responses.\nWhen a Turn has the status `awaiting_input` due to pending input from client side tool calls, this endpoint can be used to submit the outputs from the tool calls once they are ready.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to resume.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/ResumeAgentTurnRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/session/{session_id}/turn/{turn_id}/step/{step_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "An AgentStepResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/AgentStepResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "Retrieve an agent step by its ID.",
+                "description": "Retrieve an agent step by its ID.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "session_id",
+                        "in": "path",
+                        "description": "The ID of the session to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "turn_id",
+                        "in": "path",
+                        "description": "The ID of the turn to get the step for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "step_id",
+                        "in": "path",
+                        "description": "The ID of the step to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/agents/{agent_id}/sessions": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PaginatedResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PaginatedResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Agents"
+                ],
+                "summary": "List all session(s) of a given agent.",
+                "description": "List all session(s) of a given agent.",
+                "parameters": [
+                    {
+                        "name": "agent_id",
+                        "in": "path",
+                        "description": "The ID of the agent to list sessions for.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "start_index",
+                        "in": "query",
+                        "description": "The index to start the pagination from.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    },
+                    {
+                        "name": "limit",
+                        "in": "query",
+                        "description": "The number of sessions to return.",
+                        "required": false,
+                        "schema": {
+                            "type": "integer"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListBenchmarksResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListBenchmarksResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "List all benchmarks.",
+                "description": "List all benchmarks.",
+                "parameters": [],
+                "deprecated": false
+            },
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Register a benchmark.",
+                "description": "Register a benchmark.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RegisterBenchmarkRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks/{benchmark_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A Benchmark.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Benchmark"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Get a benchmark by its ID.",
+                "description": "Get a benchmark by its ID.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to get.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Benchmarks"
+                ],
+                "summary": "Unregister a benchmark.",
+                "description": "Unregister a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to unregister.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks/{benchmark_id}/evaluations": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "EvaluateResponse object containing generations and scores.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/EvaluateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Evaluate a list of rows on a benchmark.",
+                "description": "Evaluate a list of rows on a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/EvaluateRowsRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks/{benchmark_id}/jobs": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "The job that was created to run the evaluation.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Job"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Run an evaluation on a benchmark.",
+                "description": "Run an evaluation on a benchmark.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RunEvalRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks/{benchmark_id}/jobs/{job_id}": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The status of the evaluation job.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/Job"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Get the status of a job.",
+                "description": "Get the status of a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to get the status of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            },
+            "delete": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Cancel a job.",
+                "description": "Cancel a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to cancel.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/eval/benchmarks/{benchmark_id}/jobs/{job_id}/result": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "The result of the job.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/EvaluateResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Eval"
+                ],
+                "summary": "Get the result of a job.",
+                "description": "Get the result of a job.",
+                "parameters": [
+                    {
+                        "name": "benchmark_id",
+                        "in": "path",
+                        "description": "The ID of the benchmark to run the evaluation on.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    },
+                    {
+                        "name": "job_id",
+                        "in": "path",
+                        "description": "The ID of the job to get the result of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/inference/rerank": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "RerankResponse with indices sorted by relevance score (descending).",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/RerankResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "Inference"
+                ],
+                "summary": "Rerank a list of documents based on their relevance to a query.",
+                "description": "Rerank a list of documents based on their relevance to a query.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/RerankRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/job/artifacts": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJobArtifactsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJobArtifactsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get the artifacts of a training job.",
+                "description": "Get the artifacts of a training job.",
+                "parameters": [
+                    {
+                        "name": "job_uuid",
+                        "in": "query",
+                        "description": "The UUID of the job to get the artifacts of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/job/cancel": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "OK"
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Cancel a training job.",
+                "description": "Cancel a training job.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/CancelTrainingJobRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/job/status": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJobStatusResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJobStatusResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get the status of a training job.",
+                "description": "Get the status of a training job.",
+                "parameters": [
+                    {
+                        "name": "job_uuid",
+                        "in": "query",
+                        "description": "The UUID of the job to get the status of.",
+                        "required": true,
+                        "schema": {
+                            "type": "string"
+                        }
+                    }
+                ],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/jobs": {
+            "get": {
+                "responses": {
+                    "200": {
+                        "description": "A ListPostTrainingJobsResponse.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/ListPostTrainingJobsResponse"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Get all training jobs.",
+                "description": "Get all training jobs.",
+                "parameters": [],
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/preference-optimize": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJob.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJob"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Run preference optimization of a model.",
+                "description": "Run preference optimization of a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/PreferenceOptimizeRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        },
+        "/v1alpha/post-training/supervised-fine-tune": {
+            "post": {
+                "responses": {
+                    "200": {
+                        "description": "A PostTrainingJob.",
+                        "content": {
+                            "application/json": {
+                                "schema": {
+                                    "$ref": "#/components/schemas/PostTrainingJob"
+                                }
+                            }
+                        }
+                    },
+                    "400": {
+                        "$ref": "#/components/responses/BadRequest400"
+                    },
+                    "429": {
+                        "$ref": "#/components/responses/TooManyRequests429"
+                    },
+                    "500": {
+                        "$ref": "#/components/responses/InternalServerError500"
+                    },
+                    "default": {
+                        "$ref": "#/components/responses/DefaultError"
+                    }
+                },
+                "tags": [
+                    "PostTraining (Coming Soon)"
+                ],
+                "summary": "Run supervised fine-tuning of a model.",
+                "description": "Run supervised fine-tuning of a model.",
+                "parameters": [],
+                "requestBody": {
+                    "content": {
+                        "application/json": {
+                            "schema": {
+                                "$ref": "#/components/schemas/SupervisedFineTuneRequest"
+                            }
+                        }
+                    },
+                    "required": true
+                },
+                "deprecated": false
+            }
+        }
+    },
+    "jsonSchemaDialect": "https://json-schema.org/draft/2020-12/schema",
+    "components": {
+        "schemas": {
+            "Error": {
+                "type": "object",
+                "properties": {
+                    "status": {
+                        "type": "integer",
+                        "description": "HTTP status code"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Error title, a short summary of the error which is invariant for an error type"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "Error detail, a longer human-readable description of the error"
+                    },
+                    "instance": {
+                        "type": "string",
+                        "description": "(Optional) A URL which can be used to retrieve more information about the specific occurrence of the error"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "status",
+                    "title",
+                    "detail"
+                ],
+                "title": "Error",
+                "description": "Error response from the API. Roughly follows RFC 7807."
+            },
+            "ListBatchesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string"
+                                },
+                                "completion_window": {
+                                    "type": "string"
+                                },
+                                "created_at": {
+                                    "type": "integer"
+                                },
+                                "endpoint": {
+                                    "type": "string"
+                                },
+                                "input_file_id": {
+                                    "type": "string"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "batch"
+                                },
+                                "status": {
+                                    "type": "string",
+                                    "enum": [
+                                        "validating",
+                                        "failed",
+                                        "in_progress",
+                                        "finalizing",
+                                        "completed",
+                                        "expired",
+                                        "cancelling",
+                                        "cancelled"
+                                    ]
+                                },
+                                "cancelled_at": {
+                                    "type": "integer"
+                                },
+                                "cancelling_at": {
+                                    "type": "integer"
+                                },
+                                "completed_at": {
+                                    "type": "integer"
+                                },
+                                "error_file_id": {
+                                    "type": "string"
+                                },
+                                "errors": {
+                                    "type": "object",
+                                    "properties": {
+                                        "data": {
+                                            "type": "array",
+                                            "items": {
+                                                "type": "object",
+                                                "properties": {
+                                                    "code": {
+                                                        "type": "string"
+                                                    },
+                                                    "line": {
+                                                        "type": "integer"
+                                                    },
+                                                    "message": {
+                                                        "type": "string"
+                                                    },
+                                                    "param": {
+                                                        "type": "string"
+                                                    }
+                                                },
+                                                "additionalProperties": false,
+                                                "title": "BatchError"
+                                            }
+                                        },
+                                        "object": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "Errors"
+                                },
+                                "expired_at": {
+                                    "type": "integer"
+                                },
+                                "expires_at": {
+                                    "type": "integer"
+                                },
+                                "failed_at": {
+                                    "type": "integer"
+                                },
+                                "finalizing_at": {
+                                    "type": "integer"
+                                },
+                                "in_progress_at": {
+                                    "type": "integer"
+                                },
+                                "metadata": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "type": "string"
+                                    }
+                                },
+                                "model": {
+                                    "type": "string"
+                                },
+                                "output_file_id": {
+                                    "type": "string"
+                                },
+                                "request_counts": {
+                                    "type": "object",
+                                    "properties": {
+                                        "completed": {
+                                            "type": "integer"
+                                        },
+                                        "failed": {
+                                            "type": "integer"
+                                        },
+                                        "total": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "completed",
+                                        "failed",
+                                        "total"
+                                    ],
+                                    "title": "BatchRequestCounts"
+                                },
+                                "usage": {
+                                    "type": "object",
+                                    "properties": {
+                                        "input_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "input_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "cached_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "cached_tokens"
+                                            ],
+                                            "title": "InputTokensDetails"
+                                        },
+                                        "output_tokens": {
+                                            "type": "integer"
+                                        },
+                                        "output_tokens_details": {
+                                            "type": "object",
+                                            "properties": {
+                                                "reasoning_tokens": {
+                                                    "type": "integer"
+                                                }
+                                            },
+                                            "additionalProperties": false,
+                                            "required": [
+                                                "reasoning_tokens"
+                                            ],
+                                            "title": "OutputTokensDetails"
+                                        },
+                                        "total_tokens": {
+                                            "type": "integer"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "required": [
+                                        "input_tokens",
+                                        "input_tokens_details",
+                                        "output_tokens",
+                                        "output_tokens_details",
+                                        "total_tokens"
+                                    ],
+                                    "title": "BatchUsage"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "completion_window",
+                                "created_at",
+                                "endpoint",
+                                "input_file_id",
+                                "object",
+                                "status"
+                            ],
+                            "title": "Batch"
+                        }
+                    },
+                    "first_id": {
+                        "type": "string"
+                    },
+                    "last_id": {
+                        "type": "string"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "ListBatchesResponse",
+                "description": "Response containing a list of batch objects."
+            },
+            "CreateBatchRequest": {
+                "type": "object",
+                "properties": {
+                    "input_file_id": {
+                        "type": "string",
+                        "description": "The ID of an uploaded file containing requests for the batch."
+                    },
+                    "endpoint": {
+                        "type": "string",
+                        "description": "The endpoint to be used for all requests in the batch."
+                    },
+                    "completion_window": {
+                        "type": "string",
+                        "const": "24h",
+                        "description": "The time window within which the batch should be processed."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Optional metadata for the batch."
+                    },
+                    "idempotency_key": {
+                        "type": "string",
+                        "description": "Optional idempotency key. When provided, enables idempotent behavior."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_file_id",
+                    "endpoint",
+                    "completion_window"
+                ],
+                "title": "CreateBatchRequest"
+            },
+            "Batch": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "completion_window": {
+                        "type": "string"
+                    },
+                    "created_at": {
+                        "type": "integer"
+                    },
+                    "endpoint": {
+                        "type": "string"
+                    },
+                    "input_file_id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "batch"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "validating",
+                            "failed",
+                            "in_progress",
+                            "finalizing",
+                            "completed",
+                            "expired",
+                            "cancelling",
+                            "cancelled"
+                        ]
+                    },
+                    "cancelled_at": {
+                        "type": "integer"
+                    },
+                    "cancelling_at": {
+                        "type": "integer"
+                    },
+                    "completed_at": {
+                        "type": "integer"
+                    },
+                    "error_file_id": {
+                        "type": "string"
+                    },
+                    "errors": {
+                        "type": "object",
+                        "properties": {
+                            "data": {
+                                "type": "array",
+                                "items": {
+                                    "type": "object",
+                                    "properties": {
+                                        "code": {
+                                            "type": "string"
+                                        },
+                                        "line": {
+                                            "type": "integer"
+                                        },
+                                        "message": {
+                                            "type": "string"
+                                        },
+                                        "param": {
+                                            "type": "string"
+                                        }
+                                    },
+                                    "additionalProperties": false,
+                                    "title": "BatchError"
+                                }
+                            },
+                            "object": {
+                                "type": "string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "Errors"
+                    },
+                    "expired_at": {
+                        "type": "integer"
+                    },
+                    "expires_at": {
+                        "type": "integer"
+                    },
+                    "failed_at": {
+                        "type": "integer"
+                    },
+                    "finalizing_at": {
+                        "type": "integer"
+                    },
+                    "in_progress_at": {
+                        "type": "integer"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        }
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "output_file_id": {
+                        "type": "string"
+                    },
+                    "request_counts": {
+                        "type": "object",
+                        "properties": {
+                            "completed": {
+                                "type": "integer"
+                            },
+                            "failed": {
+                                "type": "integer"
+                            },
+                            "total": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "completed",
+                            "failed",
+                            "total"
+                        ],
+                        "title": "BatchRequestCounts"
+                    },
+                    "usage": {
+                        "type": "object",
+                        "properties": {
+                            "input_tokens": {
+                                "type": "integer"
+                            },
+                            "input_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "cached_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "cached_tokens"
+                                ],
+                                "title": "InputTokensDetails"
+                            },
+                            "output_tokens": {
+                                "type": "integer"
+                            },
+                            "output_tokens_details": {
+                                "type": "object",
+                                "properties": {
+                                    "reasoning_tokens": {
+                                        "type": "integer"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "required": [
+                                    "reasoning_tokens"
+                                ],
+                                "title": "OutputTokensDetails"
+                            },
+                            "total_tokens": {
+                                "type": "integer"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "input_tokens",
+                            "input_tokens_details",
+                            "output_tokens",
+                            "output_tokens_details",
+                            "total_tokens"
+                        ],
+                        "title": "BatchUsage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "completion_window",
+                    "created_at",
+                    "endpoint",
+                    "input_file_id",
+                    "object",
+                    "status"
+                ],
+                "title": "Batch"
+            },
+            "Order": {
+                "type": "string",
+                "enum": [
+                    "asc",
+                    "desc"
+                ],
+                "title": "Order",
+                "description": "Sort order for paginated responses."
+            },
+            "ListOpenAIChatCompletionResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "id": {
+                                    "type": "string",
+                                    "description": "The ID of the chat completion"
+                                },
+                                "choices": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIChoice"
+                                    },
+                                    "description": "List of choices"
+                                },
+                                "object": {
+                                    "type": "string",
+                                    "const": "chat.completion",
+                                    "default": "chat.completion",
+                                    "description": "The object type, which will be \"chat.completion\""
+                                },
+                                "created": {
+                                    "type": "integer",
+                                    "description": "The Unix timestamp in seconds when the chat completion was created"
+                                },
+                                "model": {
+                                    "type": "string",
+                                    "description": "The model that was used to generate the chat completion"
+                                },
+                                "usage": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                                    "description": "Token usage information for the completion"
+                                },
+                                "input_messages": {
+                                    "type": "array",
+                                    "items": {
+                                        "$ref": "#/components/schemas/OpenAIMessageParam"
+                                    }
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "id",
+                                "choices",
+                                "object",
+                                "created",
+                                "model",
+                                "input_messages"
+                            ],
+                            "title": "OpenAICompletionWithInputMessages"
+                        },
+                        "description": "List of chat completion objects with their input messages"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more completions available beyond this list"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first completion in this list"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last completion in this list"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Must be \"list\" to identify this as a list response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIChatCompletionResponse",
+                "description": "Response from listing OpenAI-compatible chat completions."
+            },
+            "OpenAIAssistantMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the model's response"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the assistant message participant."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is an OpenAIChatCompletionToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role"
+                ],
+                "title": "OpenAIAssistantMessageParam",
+                "description": "A message containing the model's (assistant) response in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionContentPartImageParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image_url",
+                        "default": "image_url",
+                        "description": "Must be \"image_url\" to identify this as image content"
+                    },
+                    "image_url": {
+                        "$ref": "#/components/schemas/OpenAIImageURL",
+                        "description": "Image URL specification and processing details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image_url"
+                ],
+                "title": "OpenAIChatCompletionContentPartImageParam",
+                "description": "Image content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionContentPartParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIChatCompletionContentPartTextParam",
+                        "image_url": "#/components/schemas/OpenAIChatCompletionContentPartImageParam",
+                        "file": "#/components/schemas/OpenAIFile"
+                    }
+                }
+            },
+            "OpenAIChatCompletionContentPartTextParam": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to identify this as text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIChatCompletionContentPartTextParam",
+                "description": "Text content part for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIChatCompletionToolCall": {
+                "type": "object",
+                "properties": {
+                    "index": {
+                        "type": "integer",
+                        "description": "(Optional) Index of the tool call in the list"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Unique identifier for the tool call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Must be \"function\" to identify this as a function call"
+                    },
+                    "function": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionToolCallFunction",
+                        "description": "(Optional) Function call details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIChatCompletionToolCall",
+                "description": "Tool call specification for OpenAI-compatible chat completion responses."
+            },
+            "OpenAIChatCompletionToolCallFunction": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the function to call"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "(Optional) Arguments to pass to the function as a JSON string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChatCompletionToolCallFunction",
+                "description": "Function call details for OpenAI-compatible tool calls."
+            },
+            "OpenAIChatCompletionUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the prompt"
+                    },
+                    "completion_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the completion"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (prompt + completion)"
+                    },
+                    "prompt_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsagePromptTokensDetails",
+                        "description": "Token details for prompt tokens in OpenAI chat completion usage."
+                    },
+                    "completion_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "title": "OpenAIChatCompletionUsageCompletionTokensDetails",
+                        "description": "Token details for output tokens in OpenAI chat completion usage."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "completion_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIChatCompletionUsage",
+                "description": "Usage information for OpenAI chat completion."
+            },
+            "OpenAIChoice": {
+                "type": "object",
+                "properties": {
+                    "message": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "role",
+                            "mapping": {
+                                "user": "#/components/schemas/OpenAIUserMessageParam",
+                                "system": "#/components/schemas/OpenAISystemMessageParam",
+                                "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                                "tool": "#/components/schemas/OpenAIToolMessageParam",
+                                "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                            }
+                        },
+                        "description": "The message from the model"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "message",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChoice",
+                "description": "A choice from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIChoiceLogprobs": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    },
+                    "refusal": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITokenLogProb"
+                        },
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceLogprobs",
+                "description": "The log probabilities for the tokens in the message from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIDeveloperMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "developer",
+                        "default": "developer",
+                        "description": "Must be \"developer\" to identify this as a developer message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the developer message"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the developer message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIDeveloperMessageParam",
+                "description": "A message from the developer in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file"
+                    },
+                    "file": {
+                        "$ref": "#/components/schemas/OpenAIFileFile"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file"
+                ],
+                "title": "OpenAIFile"
+            },
+            "OpenAIFileFile": {
+                "type": "object",
+                "properties": {
+                    "file_data": {
+                        "type": "string"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIFileFile"
+            },
+            "OpenAIImageURL": {
+                "type": "object",
+                "properties": {
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the image to include in the message"
+                    },
+                    "detail": {
+                        "type": "string",
+                        "description": "(Optional) Level of detail for image processing. Can be \"low\", \"high\", or \"auto\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "url"
+                ],
+                "title": "OpenAIImageURL",
+                "description": "Image URL specification for OpenAI-compatible chat completion messages."
+            },
+            "OpenAIMessageParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIUserMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAISystemMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIAssistantMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIToolMessageParam"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "role",
+                    "mapping": {
+                        "user": "#/components/schemas/OpenAIUserMessageParam",
+                        "system": "#/components/schemas/OpenAISystemMessageParam",
+                        "assistant": "#/components/schemas/OpenAIAssistantMessageParam",
+                        "tool": "#/components/schemas/OpenAIToolMessageParam",
+                        "developer": "#/components/schemas/OpenAIDeveloperMessageParam"
+                    }
+                }
+            },
+            "OpenAISystemMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the system message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAISystemMessageParam",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "OpenAITokenLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    },
+                    "top_logprobs": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAITopLogProb"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob",
+                    "top_logprobs"
+                ],
+                "title": "OpenAITokenLogProb",
+                "description": "The log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIToolMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "tool_call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                }
+                            }
+                        ],
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "tool_call_id",
+                    "content"
+                ],
+                "title": "OpenAIToolMessageParam",
+                "description": "A message representing the result of a tool invocation in an OpenAI-compatible chat completion request."
+            },
+            "OpenAITopLogProb": {
+                "type": "object",
+                "properties": {
+                    "token": {
+                        "type": "string"
+                    },
+                    "bytes": {
+                        "type": "array",
+                        "items": {
+                            "type": "integer"
+                        }
+                    },
+                    "logprob": {
+                        "type": "number"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "token",
+                    "logprob"
+                ],
+                "title": "OpenAITopLogProb",
+                "description": "The top log probability for a token from an OpenAI-compatible chat completion response."
+            },
+            "OpenAIUserMessageParam": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartParam"
+                                }
+                            }
+                        ],
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the user message participant."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "OpenAIUserMessageParam",
+                "description": "A message from the user in an OpenAI-compatible chat completion request."
+            },
+            "OpenAIJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the schema"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of the schema"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict adherence to the schema"
+                    },
+                    "schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The JSON schema definition"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "OpenAIJSONSchema",
+                "description": "JSON schema specification for OpenAI-compatible structured response format."
+            },
+            "OpenAIResponseFormatJSONObject": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_object",
+                        "default": "json_object",
+                        "description": "Must be \"json_object\" to indicate generic JSON object response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatJSONObject",
+                "description": "JSON object response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatJSONSchema": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json_schema",
+                        "default": "json_schema",
+                        "description": "Must be \"json_schema\" to indicate structured JSON response format"
+                    },
+                    "json_schema": {
+                        "$ref": "#/components/schemas/OpenAIJSONSchema",
+                        "description": "The JSON schema specification for the response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "json_schema"
+                ],
+                "title": "OpenAIResponseFormatJSONSchema",
+                "description": "JSON schema response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIResponseFormatParam": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONSchema"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "text": "#/components/schemas/OpenAIResponseFormatText",
+                        "json_schema": "#/components/schemas/OpenAIResponseFormatJSONSchema",
+                        "json_object": "#/components/schemas/OpenAIResponseFormatJSONObject"
+                    }
+                }
+            },
+            "OpenAIResponseFormatText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Must be \"text\" to indicate plain text response format"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseFormatText",
+                "description": "Text response format for OpenAI-compatible chat completion requests."
+            },
+            "OpenAIChatCompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        },
+                        "description": "List of messages in the conversation."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "function_call": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The function call to use."
+                    },
+                    "functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) List of functions to use."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_completion_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to parallelize tool calls."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "response_format": {
+                        "$ref": "#/components/schemas/OpenAIResponseFormatParam",
+                        "description": "(Optional) The response format to use."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "tool_choice": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The tool choice to use."
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) The tools to use."
+                    },
+                    "top_logprobs": {
+                        "type": "integer",
+                        "description": "(Optional) The top log probabilities to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "messages"
+                ],
+                "title": "OpenAIChatCompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible chat completion endpoint."
+            },
+            "OpenAIChatCompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletion",
+                "description": "Response from an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChatCompletionChunk": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChunkChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion.chunk",
+                        "default": "chat.completion.chunk",
+                        "description": "The object type, which will be \"chat.completion.chunk\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information (typically included in final chunk with stream_options)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model"
+                ],
+                "title": "OpenAIChatCompletionChunk",
+                "description": "Chunk from a streaming response to an OpenAI-compatible chat completion request."
+            },
+            "OpenAIChoiceDelta": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "type": "string",
+                        "description": "(Optional) The content of the delta"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "(Optional) The refusal of the delta"
+                    },
+                    "role": {
+                        "type": "string",
+                        "description": "(Optional) The role of the delta"
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChatCompletionToolCall"
+                        },
+                        "description": "(Optional) The tool calls of the delta"
+                    },
+                    "reasoning_content": {
+                        "type": "string",
+                        "description": "(Optional) The reasoning content from the model (non-standard, for o1/o3 models)"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIChoiceDelta",
+                "description": "A delta from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAIChunkChoice": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "$ref": "#/components/schemas/OpenAIChoiceDelta",
+                        "description": "The delta from the chunk"
+                    },
+                    "finish_reason": {
+                        "type": "string",
+                        "description": "The reason the model stopped generating"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the choice"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs",
+                        "description": "(Optional) The log probabilities for the tokens in the message"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "finish_reason",
+                    "index"
+                ],
+                "title": "OpenAIChunkChoice",
+                "description": "A chunk choice from an OpenAI-compatible chat completion streaming response."
+            },
+            "OpenAICompletionWithInputMessages": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The ID of the chat completion"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIChoice"
+                        },
+                        "description": "List of choices"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "chat.completion",
+                        "default": "chat.completion",
+                        "description": "The object type, which will be \"chat.completion\""
+                    },
+                    "created": {
+                        "type": "integer",
+                        "description": "The Unix timestamp in seconds when the chat completion was created"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the chat completion"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIChatCompletionUsage",
+                        "description": "Token usage information for the completion"
+                    },
+                    "input_messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "object",
+                    "created",
+                    "model",
+                    "input_messages"
+                ],
+                "title": "OpenAICompletionWithInputMessages"
+            },
+            "OpenAICompletionRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "prompt": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "integer"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "array",
+                                    "items": {
+                                        "type": "integer"
+                                    }
+                                }
+                            }
+                        ],
+                        "description": "The prompt to generate a completion for."
+                    },
+                    "best_of": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "echo": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to echo the prompt."
+                    },
+                    "frequency_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "logit_bias": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "(Optional) The logit bias to use."
+                    },
+                    "logprobs": {
+                        "type": "boolean",
+                        "description": "(Optional) The log probabilities to use."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) The maximum number of tokens to generate."
+                    },
+                    "n": {
+                        "type": "integer",
+                        "description": "(Optional) The number of completions to generate."
+                    },
+                    "presence_penalty": {
+                        "type": "number",
+                        "description": "(Optional) The penalty for repeated tokens."
+                    },
+                    "seed": {
+                        "type": "integer",
+                        "description": "(Optional) The seed to use."
+                    },
+                    "stop": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "(Optional) The stop tokens to use."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to stream the response."
+                    },
+                    "stream_options": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) The stream options to use."
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) The temperature to use."
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) The top p to use."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) The user to use."
+                    },
+                    "suffix": {
+                        "type": "string",
+                        "description": "(Optional) The suffix that should be appended to the completion."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "prompt"
+                ],
+                "title": "OpenAICompletionRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible completion endpoint."
+            },
+            "OpenAICompletion": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "choices": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAICompletionChoice"
+                        }
+                    },
+                    "created": {
+                        "type": "integer"
+                    },
+                    "model": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "text_completion",
+                        "default": "text_completion"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "choices",
+                    "created",
+                    "model",
+                    "object"
+                ],
+                "title": "OpenAICompletion",
+                "description": "Response from an OpenAI-compatible completion request."
+            },
+            "OpenAICompletionChoice": {
+                "type": "object",
+                "properties": {
+                    "finish_reason": {
+                        "type": "string"
+                    },
+                    "text": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    },
+                    "logprobs": {
+                        "$ref": "#/components/schemas/OpenAIChoiceLogprobs"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "finish_reason",
+                    "text",
+                    "index"
+                ],
+                "title": "OpenAICompletionChoice",
+                "description": "A choice from an OpenAI-compatible completion response."
+            },
+            "ConversationItem": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalResponse"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "message": "#/components/schemas/OpenAIResponseMessage",
+                        "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                        "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                        "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                        "function_call_output": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput",
+                        "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest",
+                        "mcp_approval_response": "#/components/schemas/OpenAIResponseMCPApprovalResponse",
+                        "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                        "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    }
+                }
+            },
+            "OpenAIResponseAnnotationCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "url_citation",
+                        "default": "url_citation",
+                        "description": "Annotation type identifier, always \"url_citation\""
+                    },
+                    "end_index": {
+                        "type": "integer",
+                        "description": "End position of the citation span in the content"
+                    },
+                    "start_index": {
+                        "type": "integer",
+                        "description": "Start position of the citation span in the content"
+                    },
+                    "title": {
+                        "type": "string",
+                        "description": "Title of the referenced web resource"
+                    },
+                    "url": {
+                        "type": "string",
+                        "description": "URL of the referenced web resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "end_index",
+                    "start_index",
+                    "title",
+                    "url"
+                ],
+                "title": "OpenAIResponseAnnotationCitation",
+                "description": "URL citation annotation for referencing external web resources."
+            },
+            "OpenAIResponseAnnotationContainerFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "container_file_citation",
+                        "default": "container_file_citation"
+                    },
+                    "container_id": {
+                        "type": "string"
+                    },
+                    "end_index": {
+                        "type": "integer"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "filename": {
+                        "type": "string"
+                    },
+                    "start_index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "container_id",
+                    "end_index",
+                    "file_id",
+                    "filename",
+                    "start_index"
+                ],
+                "title": "OpenAIResponseAnnotationContainerFileCitation"
+            },
+            "OpenAIResponseAnnotationFileCitation": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_citation",
+                        "default": "file_citation",
+                        "description": "Annotation type identifier, always \"file_citation\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the referenced file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the referenced file"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "Position index of the citation within the content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "filename",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFileCitation",
+                "description": "File citation annotation for referencing specific files in response content."
+            },
+            "OpenAIResponseAnnotationFilePath": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_path",
+                        "default": "file_path"
+                    },
+                    "file_id": {
+                        "type": "string"
+                    },
+                    "index": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "file_id",
+                    "index"
+                ],
+                "title": "OpenAIResponseAnnotationFilePath"
+            },
+            "OpenAIResponseAnnotations": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                        "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                        "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                        "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                    }
+                }
+            },
+            "OpenAIResponseContentPartRefusal": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "refusal",
+                        "default": "refusal",
+                        "description": "Content part type identifier, always \"refusal\""
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Refusal text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "refusal"
+                ],
+                "title": "OpenAIResponseContentPartRefusal",
+                "description": "Refusal content within a streamed response part."
+            },
+            "OpenAIResponseInputFunctionToolCallOutput": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "output": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call_output",
+                        "default": "function_call_output"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "output",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputFunctionToolCallOutput",
+                "description": "This represents the output of a function call that gets passed back to the model."
+            },
+            "OpenAIResponseInputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentImage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "input_text": "#/components/schemas/OpenAIResponseInputMessageContentText",
+                        "input_image": "#/components/schemas/OpenAIResponseInputMessageContentImage",
+                        "input_file": "#/components/schemas/OpenAIResponseInputMessageContentFile"
+                    }
+                }
+            },
+            "OpenAIResponseInputMessageContentFile": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "input_file",
+                        "default": "input_file",
+                        "description": "The type of the input item. Always `input_file`."
+                    },
+                    "file_data": {
+                        "type": "string",
+                        "description": "The data of the file to be sent to the model."
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "file_url": {
+                        "type": "string",
+                        "description": "The URL of the file to be sent to the model."
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file to be sent to the model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentFile",
+                "description": "File content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentImage": {
+                "type": "object",
+                "properties": {
+                    "detail": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "low"
+                            },
+                            {
+                                "type": "string",
+                                "const": "high"
+                            },
+                            {
+                                "type": "string",
+                                "const": "auto"
+                            }
+                        ],
+                        "default": "auto",
+                        "description": "Level of detail for image processing, can be \"low\", \"high\", or \"auto\""
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_image",
+                        "default": "input_image",
+                        "description": "Content type identifier, always \"input_image\""
+                    },
+                    "file_id": {
+                        "type": "string",
+                        "description": "(Optional) The ID of the file to be sent to the model."
+                    },
+                    "image_url": {
+                        "type": "string",
+                        "description": "(Optional) URL of the image content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "detail",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentImage",
+                "description": "Image content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseInputMessageContentText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "The text content of the input message"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "input_text",
+                        "default": "input_text",
+                        "description": "Content type identifier, always \"input_text\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputMessageContentText",
+                "description": "Text content for input messages in OpenAI response format."
+            },
+            "OpenAIResponseMCPApprovalRequest": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "name": {
+                        "type": "string"
+                    },
+                    "server_label": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_request",
+                        "default": "mcp_approval_request"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "id",
+                    "name",
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalRequest",
+                "description": "A request for human approval of a tool invocation."
+            },
+            "OpenAIResponseMCPApprovalResponse": {
+                "type": "object",
+                "properties": {
+                    "approval_request_id": {
+                        "type": "string"
+                    },
+                    "approve": {
+                        "type": "boolean"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_approval_response",
+                        "default": "mcp_approval_response"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "reason": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "approval_request_id",
+                    "approve",
+                    "type"
+                ],
+                "title": "OpenAIResponseMCPApprovalResponse",
+                "description": "A response to an MCP approval request."
+            },
+            "OpenAIResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                                }
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseOutputMessageContent"
+                                }
+                            }
+                        ]
+                    },
+                    "role": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "system"
+                            },
+                            {
+                                "type": "string",
+                                "const": "developer"
+                            },
+                            {
+                                "type": "string",
+                                "const": "user"
+                            },
+                            {
+                                "type": "string",
+                                "const": "assistant"
+                            }
+                        ]
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "message",
+                        "default": "message"
+                    },
+                    "id": {
+                        "type": "string"
+                    },
+                    "status": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "role",
+                    "type"
+                ],
+                "title": "OpenAIResponseMessage",
+                "description": "Corresponds to the various Message types in the Responses API. They are all under one type because the Responses API gives them all the same \"type\" value, and there is no way to tell them apart in certain scenarios."
+            },
+            "OpenAIResponseOutputMessageContent": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "output_text": "#/components/schemas/OpenAIResponseOutputMessageContentOutputText",
+                        "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                    }
+                }
+            },
+            "OpenAIResponseOutputMessageContentOutputText": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "type",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseOutputMessageContentOutputText"
+            },
+            "OpenAIResponseOutputMessageFileSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "queries": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of search queries executed"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the file search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "file_search_call",
+                        "default": "file_search_call",
+                        "description": "Tool call type identifier, always \"file_search_call\""
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "attributes": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "(Optional) Key-value attributes associated with the file"
+                                },
+                                "file_id": {
+                                    "type": "string",
+                                    "description": "Unique identifier of the file containing the result"
+                                },
+                                "filename": {
+                                    "type": "string",
+                                    "description": "Name of the file containing the result"
+                                },
+                                "score": {
+                                    "type": "number",
+                                    "description": "Relevance score for this search result (between 0 and 1)"
+                                },
+                                "text": {
+                                    "type": "string",
+                                    "description": "Text content of the search result"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "attributes",
+                                "file_id",
+                                "filename",
+                                "score",
+                                "text"
+                            ],
+                            "title": "OpenAIResponseOutputMessageFileSearchToolCallResults",
+                            "description": "Search results returned by the file search operation."
+                        },
+                        "description": "(Optional) Search results returned by the file search operation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "queries",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFileSearchToolCall",
+                "description": "File search tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageFunctionToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the function call"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function being called"
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the function arguments"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function_call",
+                        "default": "function_call",
+                        "description": "Tool call type identifier, always \"function_call\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "(Optional) Additional identifier for the tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "(Optional) Current status of the function call execution"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "name",
+                    "arguments",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageFunctionToolCall",
+                "description": "Function tool call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_call",
+                        "default": "mcp_call",
+                        "description": "Tool call type identifier, always \"mcp_call\""
+                    },
+                    "arguments": {
+                        "type": "string",
+                        "description": "JSON string containing the MCP call arguments"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the MCP method being called"
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server handling the call"
+                    },
+                    "error": {
+                        "type": "string",
+                        "description": "(Optional) Error message if the MCP call failed"
+                    },
+                    "output": {
+                        "type": "string",
+                        "description": "(Optional) Output result from the successful MCP call"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "arguments",
+                    "name",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPCall",
+                "description": "Model Context Protocol (MCP) call output message for OpenAI responses."
+            },
+            "OpenAIResponseOutputMessageMCPListTools": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this MCP list tools operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp_list_tools",
+                        "default": "mcp_list_tools",
+                        "description": "Tool call type identifier, always \"mcp_list_tools\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label identifying the MCP server providing the tools"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "input_schema": {
+                                    "type": "object",
+                                    "additionalProperties": {
+                                        "oneOf": [
+                                            {
+                                                "type": "null"
+                                            },
+                                            {
+                                                "type": "boolean"
+                                            },
+                                            {
+                                                "type": "number"
+                                            },
+                                            {
+                                                "type": "string"
+                                            },
+                                            {
+                                                "type": "array"
+                                            },
+                                            {
+                                                "type": "object"
+                                            }
+                                        ]
+                                    },
+                                    "description": "JSON schema defining the tool's input parameters"
+                                },
+                                "name": {
+                                    "type": "string",
+                                    "description": "Name of the tool"
+                                },
+                                "description": {
+                                    "type": "string",
+                                    "description": "(Optional) Description of what the tool does"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "input_schema",
+                                "name"
+                            ],
+                            "title": "MCPListToolsTool",
+                            "description": "Tool definition returned by MCP list tools operation."
+                        },
+                        "description": "List of available tools provided by the MCP server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "type",
+                    "server_label",
+                    "tools"
+                ],
+                "title": "OpenAIResponseOutputMessageMCPListTools",
+                "description": "MCP list tools output message containing available tools from an MCP server."
+            },
+            "OpenAIResponseOutputMessageWebSearchToolCall": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this tool call"
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the web search operation"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_call",
+                        "default": "web_search_call",
+                        "description": "Tool call type identifier, always \"web_search_call\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "status",
+                    "type"
+                ],
+                "title": "OpenAIResponseOutputMessageWebSearchToolCall",
+                "description": "Web search tool call output message for OpenAI responses."
+            },
+            "CreateConversationRequest": {
+                "type": "object",
+                "properties": {
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        },
+                        "description": "Initial items to include in the conversation context."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Set of key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "CreateConversationRequest"
+            },
+            "Conversation": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "conversation",
+                        "default": "conversation"
+                    },
+                    "created_at": {
+                        "type": "integer"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        }
+                    },
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "title": "dict",
+                            "description": "dict() -> new empty dictionary dict(mapping) -> new dictionary initialized from a mapping object's     (key, value) pairs dict(iterable) -> new dictionary initialized as if via:     d = {}     for k, v in iterable:         d[k] = v dict(**kwargs) -> new dictionary initialized with the name=value pairs     in the keyword argument list.  For example:  dict(one=1, two=2)"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at"
+                ],
+                "title": "Conversation",
+                "description": "OpenAI-compatible conversation object."
+            },
+            "UpdateConversationRequest": {
+                "type": "object",
+                "properties": {
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "string"
+                        },
+                        "description": "Set of key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "metadata"
+                ],
+                "title": "UpdateConversationRequest"
+            },
+            "ConversationDeletedResource": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "conversation.deleted"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "ConversationDeletedResource",
+                "description": "Response for deleted conversation."
+            },
+            "ConversationItemList": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        }
+                    },
+                    "first_id": {
+                        "type": "string"
+                    },
+                    "last_id": {
+                        "type": "string"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "ConversationItemList",
+                "description": "List of conversation items with pagination."
+            },
+            "AddItemsRequest": {
+                "type": "object",
+                "properties": {
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ConversationItem"
+                        },
+                        "description": "Items to include in the conversation context."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "items"
+                ],
+                "title": "AddItemsRequest"
+            },
+            "ConversationItemDeletedResource": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "conversation.item.deleted"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "ConversationItemDeletedResource",
+                "description": "Response for deleted conversation item."
+            },
+            "OpenAIEmbeddingsRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the model to use. The model must be an embedding model registered with Llama Stack and available via the /models endpoint."
+                    },
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input text to embed, encoded as a string or array of strings. To embed multiple inputs in a single request, pass an array of strings."
+                    },
+                    "encoding_format": {
+                        "type": "string",
+                        "default": "float",
+                        "description": "(Optional) The format to return the embeddings in. Can be either \"float\" or \"base64\". Defaults to \"float\"."
+                    },
+                    "dimensions": {
+                        "type": "integer",
+                        "description": "(Optional) The number of dimensions the resulting output embeddings should have. Only supported in text-embedding-3 and later models."
+                    },
+                    "user": {
+                        "type": "string",
+                        "description": "(Optional) A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "input"
+                ],
+                "title": "OpenAIEmbeddingsRequestWithExtraBody",
+                "description": "Request parameters for OpenAI-compatible embeddings endpoint."
+            },
+            "OpenAIEmbeddingData": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "embedding",
+                        "default": "embedding",
+                        "description": "The object type, which will be \"embedding\""
+                    },
+                    "embedding": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "number"
+                                }
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "description": "The embedding vector as a list of floats (when encoding_format=\"float\") or as a base64-encoded string (when encoding_format=\"base64\")"
+                    },
+                    "index": {
+                        "type": "integer",
+                        "description": "The index of the embedding in the input list"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "embedding",
+                    "index"
+                ],
+                "title": "OpenAIEmbeddingData",
+                "description": "A single embedding data object from an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingUsage": {
+                "type": "object",
+                "properties": {
+                    "prompt_tokens": {
+                        "type": "integer",
+                        "description": "The number of tokens in the input"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "The total number of tokens used"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIEmbeddingUsage",
+                "description": "Usage information for an OpenAI-compatible embeddings response."
+            },
+            "OpenAIEmbeddingsResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which will be \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIEmbeddingData"
+                        },
+                        "description": "List of embedding data objects"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model that was used to generate the embeddings"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIEmbeddingUsage",
+                        "description": "Usage information"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "model",
+                    "usage"
+                ],
+                "title": "OpenAIEmbeddingsResponse",
+                "description": "Response from an OpenAI-compatible embeddings request."
+            },
+            "OpenAIFilePurpose": {
+                "type": "string",
+                "enum": [
+                    "assistants",
+                    "batch"
+                ],
+                "title": "OpenAIFilePurpose",
+                "description": "Valid purpose values for OpenAI Files API."
+            },
+            "ListOpenAIFileResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIFileObject"
+                        },
+                        "description": "List of file objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more files available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "ID of the last file in the list for pagination"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "The object type, which is always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIFileResponse",
+                "description": "Response for listing files in OpenAI Files API."
+            },
+            "OpenAIFileObject": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier, which can be referenced in the API endpoints"
+                    },
+                    "bytes": {
+                        "type": "integer",
+                        "description": "The size of the file, in bytes"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file was created"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "The Unix timestamp (in seconds) for when the file expires"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "The name of the file"
+                    },
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "assistants",
+                            "batch"
+                        ],
+                        "description": "The intended purpose of the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "id",
+                    "bytes",
+                    "created_at",
+                    "expires_at",
+                    "filename",
+                    "purpose"
+                ],
+                "title": "OpenAIFileObject",
+                "description": "OpenAI File object as defined in the OpenAI Files API."
+            },
+            "ExpiresAfter": {
+                "type": "object",
+                "properties": {
+                    "anchor": {
+                        "type": "string",
+                        "const": "created_at"
+                    },
+                    "seconds": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "anchor",
+                    "seconds"
+                ],
+                "title": "ExpiresAfter",
+                "description": "Control expiration of uploaded files.\nParams:\n - anchor, must be \"created_at\"\n - seconds, must be int between 3600 and 2592000 (1 hour to 30 days)"
+            },
+            "OpenAIFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The file identifier that was deleted"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "file",
+                        "default": "file",
+                        "description": "The object type, which is always \"file\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "description": "Whether the file was successfully deleted"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIFileDeleteResponse",
+                "description": "Response for deleting a file in OpenAI Files API."
+            },
+            "Response": {
+                "type": "object",
+                "title": "Response"
+            },
+            "HealthInfo": {
+                "type": "object",
+                "properties": {
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "OK",
+                            "Error",
+                            "Not Implemented"
+                        ],
+                        "description": "Current health status of the service"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "status"
+                ],
+                "title": "HealthInfo",
+                "description": "Health status information for the service."
+            },
+            "RouteInfo": {
+                "type": "object",
+                "properties": {
+                    "route": {
+                        "type": "string",
+                        "description": "The API endpoint path"
+                    },
+                    "method": {
+                        "type": "string",
+                        "description": "HTTP method for the route"
+                    },
+                    "provider_types": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of provider types that implement this route"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "route",
+                    "method",
+                    "provider_types"
+                ],
+                "title": "RouteInfo",
+                "description": "Information about an API route including its path, method, and implementing providers."
+            },
+            "ListRoutesResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/RouteInfo"
+                        },
+                        "description": "List of available route information objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListRoutesResponse",
+                "description": "Response containing a list of all available API routes."
+            },
+            "Model": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string",
+                        "description": "Unique identifier for this resource in llama stack"
+                    },
+                    "provider_resource_id": {
+                        "type": "string",
+                        "description": "Unique identifier for this resource in the provider"
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "ID of the provider that owns this resource"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "model",
+                        "default": "model",
+                        "description": "The resource type, always 'model' for model resources"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Any additional metadata for this model"
+                    },
+                    "model_type": {
+                        "$ref": "#/components/schemas/ModelType",
+                        "default": "llm",
+                        "description": "The type of model (LLM or embedding model)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "metadata",
+                    "model_type"
+                ],
+                "title": "Model",
+                "description": "A model resource representing an AI model registered in Llama Stack."
+            },
+            "ModelType": {
+                "type": "string",
+                "enum": [
+                    "llm",
+                    "embedding",
+                    "rerank"
+                ],
+                "title": "ModelType",
+                "description": "Enumeration of supported model types in Llama Stack."
+            },
+            "ListModelsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Model"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListModelsResponse"
+            },
+            "RegisterModelRequest": {
+                "type": "object",
+                "properties": {
+                    "model_id": {
+                        "type": "string",
+                        "description": "The identifier of the model to register."
+                    },
+                    "provider_model_id": {
+                        "type": "string",
+                        "description": "The identifier of the model in the provider."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The identifier of the provider."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Any additional metadata for this model."
+                    },
+                    "model_type": {
+                        "$ref": "#/components/schemas/ModelType",
+                        "description": "The type of model to register."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model_id"
+                ],
+                "title": "RegisterModelRequest"
+            },
+            "RunModerationRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "Input (or inputs) to classify. Can be a single string, an array of strings, or an array of multi-modal input objects similar to other models."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "(Optional) The content moderation model you would like to use."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input"
+                ],
+                "title": "RunModerationRequest"
+            },
+            "ModerationObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The unique identifier for the moderation request."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model used to generate the moderation results."
+                    },
+                    "results": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ModerationObjectResults"
+                        },
+                        "description": "A list of moderation objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "model",
+                    "results"
+                ],
+                "title": "ModerationObject",
+                "description": "A moderation object."
+            },
+            "ModerationObjectResults": {
+                "type": "object",
+                "properties": {
+                    "flagged": {
+                        "type": "boolean",
+                        "description": "Whether any of the below categories are flagged."
+                    },
+                    "categories": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "boolean"
+                        },
+                        "description": "A list of the categories, and whether they are flagged or not."
+                    },
+                    "category_applied_input_types": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "array",
+                            "items": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of the categories along with the input type(s) that the score applies to."
+                    },
+                    "category_scores": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "type": "number"
+                        },
+                        "description": "A list of the categories along with their scores as predicted by model."
+                    },
+                    "user_message": {
+                        "type": "string"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "flagged",
+                    "metadata"
+                ],
+                "title": "ModerationObjectResults",
+                "description": "A moderation object."
+            },
+            "Prompt": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The system prompt text with variable placeholders. Variables are only supported when using the Responses API."
+                    },
+                    "version": {
+                        "type": "integer",
+                        "description": "Version (integer starting at 1, incremented on save)"
+                    },
+                    "prompt_id": {
+                        "type": "string",
+                        "description": "Unique identifier formatted as 'pmpt_<48-digit-hash>'"
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of prompt variable names that can be used in the prompt template"
+                    },
+                    "is_default": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Boolean indicating whether this version is the default version for this prompt"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version",
+                    "prompt_id",
+                    "variables",
+                    "is_default"
+                ],
+                "title": "Prompt",
+                "description": "A prompt resource representing a stored OpenAI Compatible prompt template in Llama Stack."
+            },
+            "ListPromptsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Prompt"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListPromptsResponse",
+                "description": "Response model to list prompts."
+            },
+            "CreatePromptRequest": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The prompt text content with variable placeholders."
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of variable names that can be used in the prompt template."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt"
+                ],
+                "title": "CreatePromptRequest"
+            },
+            "UpdatePromptRequest": {
+                "type": "object",
+                "properties": {
+                    "prompt": {
+                        "type": "string",
+                        "description": "The updated prompt text content."
+                    },
+                    "version": {
+                        "type": "integer",
+                        "description": "The current version of the prompt being updated."
+                    },
+                    "variables": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Updated list of variable names that can be used in the prompt template."
+                    },
+                    "set_as_default": {
+                        "type": "boolean",
+                        "description": "Set the new version as the default (default=True)."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "prompt",
+                    "version",
+                    "set_as_default"
+                ],
+                "title": "UpdatePromptRequest"
+            },
+            "SetDefaultVersionRequest": {
+                "type": "object",
+                "properties": {
+                    "version": {
+                        "type": "integer",
+                        "description": "The version to set as default."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version"
+                ],
+                "title": "SetDefaultVersionRequest"
+            },
+            "ProviderInfo": {
+                "type": "object",
+                "properties": {
+                    "api": {
+                        "type": "string",
+                        "description": "The API name this provider implements"
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the provider"
+                    },
+                    "provider_type": {
+                        "type": "string",
+                        "description": "The type of provider implementation"
+                    },
+                    "config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Configuration parameters for the provider"
+                    },
+                    "health": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Current health status of the provider"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "api",
+                    "provider_id",
+                    "provider_type",
+                    "config",
+                    "health"
+                ],
+                "title": "ProviderInfo",
+                "description": "Information about a registered provider including its configuration and health status."
+            },
+            "ListProvidersResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ProviderInfo"
+                        },
+                        "description": "List of provider information objects"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListProvidersResponse",
+                "description": "Response containing a list of all available providers."
+            },
+            "ListOpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseObjectWithInput"
+                        },
+                        "description": "List of response objects with their input context"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "Identifier of the first item in this page"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "Identifier of the last item in this page"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more",
+                    "first_id",
+                    "last_id",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseObject",
+                "description": "Paginated list of OpenAI response objects with navigation metadata."
+            },
+            "OpenAIResponseError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "type": "string",
+                        "description": "Error code identifying the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "OpenAIResponseError",
+                "description": "Error details for failed OpenAI response requests."
+            },
+            "OpenAIResponseInput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputFunctionToolCallOutput"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalResponse"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    }
+                ]
+            },
+            "OpenAIResponseInputToolChoice": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required",
+                            "none"
+                        ],
+                        "title": "OpenAIResponseInputToolChoiceMode"
+                    },
+                    {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "allowed_tools": "#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools",
+                                "file_search": "#/components/schemas/OpenAIResponseInputToolChoiceFileSearch",
+                                "web_search_preview": "#/components/schemas/OpenAIResponseInputToolChoiceWebSearch",
+                                "function": "#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool",
+                                "mcp": "#/components/schemas/OpenAIResponseInputToolChoiceMCPTool",
+                                "custom": "#/components/schemas/OpenAIResponseInputToolChoiceCustomTool"
+                            }
+                        }
+                    }
+                ]
+            },
+            "OpenAIResponseInputToolChoiceAllowedTools": {
+                "type": "object",
+                "properties": {
+                    "mode": {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required"
+                        ],
+                        "default": "auto",
+                        "description": "Constrains the tools available to the model to a pre-defined set"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "type": "string"
+                            }
+                        },
+                        "description": "A list of tool definitions that the model should be allowed to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "allowed_tools",
+                        "default": "allowed_tools",
+                        "description": "Tool choice type identifier, always \"allowed_tools\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "mode",
+                    "tools",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceAllowedTools",
+                "description": "Constrains the tools available to the model to a pre-defined set."
+            },
+            "OpenAIResponseInputToolChoiceCustomTool": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "custom",
+                        "default": "custom",
+                        "description": "Tool choice type identifier, always \"custom\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the custom tool to call."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolChoiceCustomTool",
+                "description": "Forces the model to call a custom tool."
+            },
+            "OpenAIResponseInputToolChoiceFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool choice type identifier, always \"file_search\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFileSearch",
+                "description": "Indicates that the model should use file search to generate a response."
+            },
+            "OpenAIResponseInputToolChoiceFunctionTool": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the function to call"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool choice type identifier, always \"function\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceFunctionTool",
+                "description": "Forces the model to call a specific function."
+            },
+            "OpenAIResponseInputToolChoiceMCPTool": {
+                "type": "object",
+                "properties": {
+                    "server_label": {
+                        "type": "string",
+                        "description": "The label of the MCP server to use."
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool choice type identifier, always \"mcp\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) The name of the tool to call on the server."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "server_label",
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceMCPTool",
+                "description": "Forces the model to call a specific tool on a remote MCP server"
+            },
+            "OpenAIResponseInputToolChoiceWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "web_search_preview",
+                        "default": "web_search_preview",
+                        "description": "Tool choice type identifier, always \"web_search_preview\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolChoiceWebSearch",
+                "description": "Indicates that the model should use web search to generate a response."
+            },
+            "OpenAIResponseInputToolFileSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "file_search",
+                        "default": "file_search",
+                        "description": "Tool type identifier, always \"file_search\""
+                    },
+                    "vector_store_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of vector store identifiers to search within"
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional filters to apply to the search"
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "default": 10,
+                        "description": "(Optional) Maximum number of search results to return (1-50)"
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "(Optional) Options for ranking and scoring search results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "vector_store_ids"
+                ],
+                "title": "OpenAIResponseInputToolFileSearch",
+                "description": "File search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolFunction": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "function",
+                        "default": "function",
+                        "description": "Tool type identifier, always \"function\""
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the function that can be called"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Description of what the function does"
+                    },
+                    "parameters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON schema defining the function's parameters"
+                    },
+                    "strict": {
+                        "type": "boolean",
+                        "description": "(Optional) Whether to enforce strict parameter validation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "name"
+                ],
+                "title": "OpenAIResponseInputToolFunction",
+                "description": "Function tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseInputToolWebSearch": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "web_search"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview"
+                            },
+                            {
+                                "type": "string",
+                                "const": "web_search_preview_2025_03_11"
+                            }
+                        ],
+                        "default": "web_search",
+                        "description": "Web search tool type variant to use"
+                    },
+                    "search_context_size": {
+                        "type": "string",
+                        "default": "medium",
+                        "description": "(Optional) Size of search context, must be \"low\", \"medium\", or \"high\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "OpenAIResponseInputToolWebSearch",
+                "description": "Web search tool configuration for OpenAI response inputs."
+            },
+            "OpenAIResponseObjectWithInput": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    },
+                    "input": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items that led to this response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text",
+                    "input"
+                ],
+                "title": "OpenAIResponseObjectWithInput",
+                "description": "OpenAI response object extended with input context information."
+            },
+            "OpenAIResponseOutput": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "message": "#/components/schemas/OpenAIResponseMessage",
+                        "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                        "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                        "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                        "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                        "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                        "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                    }
+                }
+            },
+            "OpenAIResponsePrompt": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the prompt template"
+                    },
+                    "variables": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputMessageContent"
+                        },
+                        "description": "Dictionary of variable names to OpenAIResponseInputMessageContent structure for template substitution. The substitution values can either be strings, or other Response input types like images or files."
+                    },
+                    "version": {
+                        "type": "string",
+                        "description": "Version number of the prompt to use (defaults to latest if not specified)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id"
+                ],
+                "title": "OpenAIResponsePrompt",
+                "description": "OpenAI compatible Prompt object that is used in OpenAI responses."
+            },
+            "OpenAIResponseText": {
+                "type": "object",
+                "properties": {
+                    "format": {
+                        "type": "object",
+                        "properties": {
+                            "type": {
+                                "oneOf": [
+                                    {
+                                        "type": "string",
+                                        "const": "text"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_schema"
+                                    },
+                                    {
+                                        "type": "string",
+                                        "const": "json_object"
+                                    }
+                                ],
+                                "description": "Must be \"text\", \"json_schema\", or \"json_object\" to identify the format type"
+                            },
+                            "name": {
+                                "type": "string",
+                                "description": "The name of the response format. Only used for json_schema."
+                            },
+                            "schema": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                },
+                                "description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model. Only used for json_schema."
+                            },
+                            "description": {
+                                "type": "string",
+                                "description": "(Optional) A description of the response format. Only used for json_schema."
+                            },
+                            "strict": {
+                                "type": "boolean",
+                                "description": "(Optional) Whether to strictly enforce the JSON schema. If true, the response must match the schema exactly. Only used for json_schema."
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "type"
+                        ],
+                        "description": "(Optional) Text format configuration specifying output format requirements"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAIResponseText",
+                "description": "Text response configuration for OpenAI responses."
+            },
+            "OpenAIResponseTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label"
+                ],
+                "title": "OpenAIResponseToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response object."
+            },
+            "OpenAIResponseUsage": {
+                "type": "object",
+                "properties": {
+                    "input_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the input"
+                    },
+                    "output_tokens": {
+                        "type": "integer",
+                        "description": "Number of tokens in the output"
+                    },
+                    "total_tokens": {
+                        "type": "integer",
+                        "description": "Total tokens used (input + output)"
+                    },
+                    "input_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "cached_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens retrieved from cache"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of input token usage"
+                    },
+                    "output_tokens_details": {
+                        "type": "object",
+                        "properties": {
+                            "reasoning_tokens": {
+                                "type": "integer",
+                                "description": "Number of tokens used for reasoning (o1/o3 models)"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Detailed breakdown of output token usage"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_tokens",
+                    "output_tokens",
+                    "total_tokens"
+                ],
+                "title": "OpenAIResponseUsage",
+                "description": "Usage information for OpenAI response."
+            },
+            "ResponseGuardrailSpec": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "description": "The type/identifier of the guardrail."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ResponseGuardrailSpec",
+                "description": "Specification for a guardrail to apply during response generation."
+            },
+            "OpenAIResponseInputTool": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolWebSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFileSearch"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolFunction"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "web_search": "#/components/schemas/OpenAIResponseInputToolWebSearch",
+                        "file_search": "#/components/schemas/OpenAIResponseInputToolFileSearch",
+                        "function": "#/components/schemas/OpenAIResponseInputToolFunction",
+                        "mcp": "#/components/schemas/OpenAIResponseInputToolMCP"
+                    }
+                }
+            },
+            "OpenAIResponseInputToolMCP": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "mcp",
+                        "default": "mcp",
+                        "description": "Tool type identifier, always \"mcp\""
+                    },
+                    "server_label": {
+                        "type": "string",
+                        "description": "Label to identify this MCP server"
+                    },
+                    "server_url": {
+                        "type": "string",
+                        "description": "URL endpoint of the MCP server"
+                    },
+                    "headers": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) HTTP headers to include when connecting to the server"
+                    },
+                    "require_approval": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "always"
+                            },
+                            {
+                                "type": "string",
+                                "const": "never"
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "always": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that always require approval"
+                                    },
+                                    "never": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of tool names that never require approval"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "ApprovalFilter",
+                                "description": "Filter configuration for MCP tool approval requirements."
+                            }
+                        ],
+                        "default": "never",
+                        "description": "Approval requirement for tool calls (\"always\", \"never\", or filter)"
+                    },
+                    "allowed_tools": {
+                        "oneOf": [
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            },
+                            {
+                                "type": "object",
+                                "properties": {
+                                    "tool_names": {
+                                        "type": "array",
+                                        "items": {
+                                            "type": "string"
+                                        },
+                                        "description": "(Optional) List of specific tool names that are allowed"
+                                    }
+                                },
+                                "additionalProperties": false,
+                                "title": "AllowedToolsFilter",
+                                "description": "Filter configuration for restricting which MCP tools can be used."
+                            }
+                        ],
+                        "description": "(Optional) Restriction on which tools can be used from this server"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "server_label",
+                    "server_url",
+                    "require_approval"
+                ],
+                "title": "OpenAIResponseInputToolMCP",
+                "description": "Model Context Protocol (MCP) tool configuration for OpenAI response inputs."
+            },
+            "CreateOpenaiResponseRequest": {
+                "type": "object",
+                "properties": {
+                    "input": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/OpenAIResponseInput"
+                                }
+                            }
+                        ],
+                        "description": "Input message(s) to create the response."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The underlying LLM used for completions."
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Prompt object with ID, version, and variables."
+                    },
+                    "instructions": {
+                        "type": "string"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) if specified, the new response will be a continuation of the previous response. This can be used to easily fork-off new responses from existing responses."
+                    },
+                    "conversation": {
+                        "type": "string",
+                        "description": "(Optional) The ID of a conversation to add the response to. Must begin with 'conv_'. Input and output messages will be automatically added to the conversation."
+                    },
+                    "store": {
+                        "type": "boolean"
+                    },
+                    "stream": {
+                        "type": "boolean"
+                    },
+                    "temperature": {
+                        "type": "number"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText"
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInputTool"
+                        }
+                    },
+                    "include": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "(Optional) Additional fields to include in the response."
+                    },
+                    "max_infer_iters": {
+                        "type": "integer"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input",
+                    "model"
+                ],
+                "title": "CreateOpenaiResponseRequest"
+            },
+            "OpenAIResponseObject": {
+                "type": "object",
+                "properties": {
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Unix timestamp when the response was created"
+                    },
+                    "error": {
+                        "$ref": "#/components/schemas/OpenAIResponseError",
+                        "description": "(Optional) Error details if the response generation failed"
+                    },
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for this response"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Model identifier used for generation"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "output": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseOutput"
+                        },
+                        "description": "List of generated output items (messages, tool calls, etc.)"
+                    },
+                    "parallel_tool_calls": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether tool calls can be executed in parallel"
+                    },
+                    "previous_response_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the previous response in a conversation"
+                    },
+                    "prompt": {
+                        "$ref": "#/components/schemas/OpenAIResponsePrompt",
+                        "description": "(Optional) Reference to a prompt template and its variables."
+                    },
+                    "status": {
+                        "type": "string",
+                        "description": "Current status of the response generation"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "(Optional) Sampling temperature used for generation"
+                    },
+                    "text": {
+                        "$ref": "#/components/schemas/OpenAIResponseText",
+                        "description": "Text formatting configuration for the response"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "description": "(Optional) Nucleus sampling parameter used for generation"
+                    },
+                    "tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseTool"
+                        },
+                        "description": "(Optional) An array of tools the model may call while generating a response."
+                    },
+                    "tool_choice": {
+                        "$ref": "#/components/schemas/OpenAIResponseInputToolChoice",
+                        "description": "(Optional) Tool choice configuration for the response."
+                    },
+                    "truncation": {
+                        "type": "string",
+                        "description": "(Optional) Truncation strategy applied to the response"
+                    },
+                    "usage": {
+                        "$ref": "#/components/schemas/OpenAIResponseUsage",
+                        "description": "(Optional) Token usage information for the response"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "(Optional) System message inserted into the model's context"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "created_at",
+                    "id",
+                    "model",
+                    "object",
+                    "output",
+                    "parallel_tool_calls",
+                    "status",
+                    "text"
+                ],
+                "title": "OpenAIResponseObject",
+                "description": "Complete OpenAI response object containing generation results and metadata."
+            },
+            "OpenAIResponseContentPartOutputText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "output_text",
+                        "default": "output_text",
+                        "description": "Content part type identifier, always \"output_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text emitted for this content part"
+                    },
+                    "annotations": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseAnnotations"
+                        },
+                        "description": "Structured annotations associated with the text"
+                    },
+                    "logprobs": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "(Optional) Token log probability details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text",
+                    "annotations"
+                ],
+                "title": "OpenAIResponseContentPartOutputText",
+                "description": "Text content within a streamed response part."
+            },
+            "OpenAIResponseContentPartReasoningSummary": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "summary_text",
+                        "default": "summary_text",
+                        "description": "Content part type identifier, always \"summary_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Summary text"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningSummary",
+                "description": "Reasoning summary part in a streamed response."
+            },
+            "OpenAIResponseContentPartReasoningText": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "reasoning_text",
+                        "default": "reasoning_text",
+                        "description": "Content part type identifier, always \"reasoning_text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Reasoning text supplied by the model"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "OpenAIResponseContentPartReasoningText",
+                "description": "Reasoning text emitted as part of a streamed response."
+            },
+            "OpenAIResponseObjectStream": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed"
+                    },
+                    {
+                        "$ref": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "response.created": "#/components/schemas/OpenAIResponseObjectStreamResponseCreated",
+                        "response.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseInProgress",
+                        "response.output_item.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemAdded",
+                        "response.output_item.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputItemDone",
+                        "response.output_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDelta",
+                        "response.output_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextDone",
+                        "response.function_call_arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                        "response.function_call_arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                        "response.web_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                        "response.web_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallSearching",
+                        "response.web_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                        "response.mcp_list_tools.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsInProgress",
+                        "response.mcp_list_tools.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsFailed",
+                        "response.mcp_list_tools.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpListToolsCompleted",
+                        "response.mcp_call.arguments.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta",
+                        "response.mcp_call.arguments.done": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallArgumentsDone",
+                        "response.mcp_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                        "response.mcp_call.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallFailed",
+                        "response.mcp_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                        "response.content_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartAdded",
+                        "response.content_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseContentPartDone",
+                        "response.reasoning_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                        "response.reasoning_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningTextDone",
+                        "response.reasoning_summary_part.added": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                        "response.reasoning_summary_part.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                        "response.reasoning_summary_text.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                        "response.reasoning_summary_text.done": "#/components/schemas/OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                        "response.refusal.delta": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDelta",
+                        "response.refusal.done": "#/components/schemas/OpenAIResponseObjectStreamResponseRefusalDone",
+                        "response.output_text.annotation.added": "#/components/schemas/OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                        "response.file_search_call.in_progress": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                        "response.file_search_call.searching": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                        "response.file_search_call.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                        "response.incomplete": "#/components/schemas/OpenAIResponseObjectStreamResponseIncomplete",
+                        "response.failed": "#/components/schemas/OpenAIResponseObjectStreamResponseFailed",
+                        "response.completed": "#/components/schemas/OpenAIResponseObjectStreamResponseCompleted"
+                    }
+                }
+            },
+            "OpenAIResponseObjectStreamResponseCompleted": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Completed response object"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.completed",
+                        "default": "response.completed",
+                        "description": "Event type identifier, always \"response.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCompleted",
+                "description": "Streaming event indicating a response has been completed."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartAdded": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The content part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.added",
+                        "default": "response.content_part.added",
+                        "description": "Event type identifier, always \"response.content_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartAdded",
+                "description": "Streaming event for when a new content part is added to a response item."
+            },
+            "OpenAIResponseObjectStreamResponseContentPartDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the part within the content array"
+                    },
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this content"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item containing this content part"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response"
+                    },
+                    "part": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartOutputText"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartRefusal"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "output_text": "#/components/schemas/OpenAIResponseContentPartOutputText",
+                                "refusal": "#/components/schemas/OpenAIResponseContentPartRefusal",
+                                "reasoning_text": "#/components/schemas/OpenAIResponseContentPartReasoningText"
+                            }
+                        },
+                        "description": "The completed content part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.content_part.done",
+                        "default": "response.content_part.done",
+                        "description": "Event type identifier, always \"response.content_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "response_id",
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseContentPartDone",
+                "description": "Streaming event for when a content part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseCreated": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "The response object that was created"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.created",
+                        "default": "response.created",
+                        "description": "Event type identifier, always \"response.created\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseCreated",
+                "description": "Streaming event indicating a new response has been created."
+            },
+            "OpenAIResponseObjectStreamResponseFailed": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the failure"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.failed",
+                        "default": "response.failed",
+                        "description": "Event type identifier, always \"response.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFailed",
+                "description": "Streaming event emitted when a response fails."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.completed",
+                        "default": "response.file_search_call.completed",
+                        "description": "Event type identifier, always \"response.file_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallCompleted",
+                "description": "Streaming event for completed file search calls."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.in_progress",
+                        "default": "response.file_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.file_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallInProgress",
+                "description": "Streaming event for file search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseFileSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.file_search_call.searching",
+                        "default": "response.file_search_call.searching",
+                        "description": "Event type identifier, always \"response.file_search_call.searching\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFileSearchCallSearching",
+                "description": "Streaming event for file search currently searching."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental function call arguments being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the function call being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.delta",
+                        "default": "response.function_call_arguments.delta",
+                        "description": "Event type identifier, always \"response.function_call_arguments.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDelta",
+                "description": "Streaming event for incremental function call argument updates."
+            },
+            "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string",
+                        "description": "Final complete arguments JSON string for the function call"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed function call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.function_call_arguments.done",
+                        "default": "response.function_call_arguments.done",
+                        "description": "Event type identifier, always \"response.function_call_arguments.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseFunctionCallArgumentsDone",
+                "description": "Streaming event for when function call arguments are completed."
+            },
+            "OpenAIResponseObjectStreamResponseInProgress": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Current response state while in progress"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.in_progress",
+                        "default": "response.in_progress",
+                        "description": "Event type identifier, always \"response.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseInProgress",
+                "description": "Streaming event indicating the response remains in progress."
+            },
+            "OpenAIResponseObjectStreamResponseIncomplete": {
+                "type": "object",
+                "properties": {
+                    "response": {
+                        "$ref": "#/components/schemas/OpenAIResponseObject",
+                        "description": "Response object describing the incomplete state"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.incomplete",
+                        "default": "response.incomplete",
+                        "description": "Event type identifier, always \"response.incomplete\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseIncomplete",
+                "description": "Streaming event emitted when a response ends in an incomplete state."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.delta",
+                        "default": "response.mcp_call.arguments.delta"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDelta"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone": {
+                "type": "object",
+                "properties": {
+                    "arguments": {
+                        "type": "string"
+                    },
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.arguments.done",
+                        "default": "response.mcp_call.arguments.done"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "arguments",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallArgumentsDone"
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.completed",
+                        "default": "response.mcp_call.completed",
+                        "description": "Event type identifier, always \"response.mcp_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallCompleted",
+                "description": "Streaming event for completed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.failed",
+                        "default": "response.mcp_call.failed",
+                        "description": "Event type identifier, always \"response.mcp_call.failed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallFailed",
+                "description": "Streaming event for failed MCP calls."
+            },
+            "OpenAIResponseObjectStreamResponseMcpCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the MCP call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_call.in_progress",
+                        "default": "response.mcp_call.in_progress",
+                        "description": "Event type identifier, always \"response.mcp_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpCallInProgress",
+                "description": "Streaming event for MCP calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsCompleted": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.completed",
+                        "default": "response.mcp_list_tools.completed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsCompleted"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsFailed": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.failed",
+                        "default": "response.mcp_list_tools.failed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsFailed"
+            },
+            "OpenAIResponseObjectStreamResponseMcpListToolsInProgress": {
+                "type": "object",
+                "properties": {
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.mcp_list_tools.in_progress",
+                        "default": "response.mcp_list_tools.in_progress"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseMcpListToolsInProgress"
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemAdded": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The output item that was added (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.added",
+                        "default": "response.output_item.added",
+                        "description": "Event type identifier, always \"response.output_item.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemAdded",
+                "description": "Streaming event for when a new output item is added to the response."
+            },
+            "OpenAIResponseObjectStreamResponseOutputItemDone": {
+                "type": "object",
+                "properties": {
+                    "response_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the response containing this output"
+                    },
+                    "item": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMessage"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPCall"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "message": "#/components/schemas/OpenAIResponseMessage",
+                                "web_search_call": "#/components/schemas/OpenAIResponseOutputMessageWebSearchToolCall",
+                                "file_search_call": "#/components/schemas/OpenAIResponseOutputMessageFileSearchToolCall",
+                                "function_call": "#/components/schemas/OpenAIResponseOutputMessageFunctionToolCall",
+                                "mcp_call": "#/components/schemas/OpenAIResponseOutputMessageMCPCall",
+                                "mcp_list_tools": "#/components/schemas/OpenAIResponseOutputMessageMCPListTools",
+                                "mcp_approval_request": "#/components/schemas/OpenAIResponseMCPApprovalRequest"
+                            }
+                        },
+                        "description": "The completed output item (message, tool call, etc.)"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of this item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_item.done",
+                        "default": "response.output_item.done",
+                        "description": "Event type identifier, always \"response.output_item.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "response_id",
+                    "item",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputItemDone",
+                "description": "Streaming event for when an output item is completed."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the item to which the annotation is being added"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item in the response's output array"
+                    },
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part within the output item"
+                    },
+                    "annotation_index": {
+                        "type": "integer",
+                        "description": "Index of the annotation within the content part"
+                    },
+                    "annotation": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "file_citation": "#/components/schemas/OpenAIResponseAnnotationFileCitation",
+                                "url_citation": "#/components/schemas/OpenAIResponseAnnotationCitation",
+                                "container_file_citation": "#/components/schemas/OpenAIResponseAnnotationContainerFileCitation",
+                                "file_path": "#/components/schemas/OpenAIResponseAnnotationFilePath"
+                            }
+                        },
+                        "description": "The annotation object being added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.annotation.added",
+                        "default": "response.output_text.annotation.added",
+                        "description": "Event type identifier, always \"response.output_text.annotation.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "content_index",
+                    "annotation_index",
+                    "annotation",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextAnnotationAdded",
+                "description": "Streaming event for when an annotation is added to output text."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental text content being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.delta",
+                        "default": "response.output_text.delta",
+                        "description": "Event type identifier, always \"response.output_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDelta",
+                "description": "Streaming event for incremental text content updates."
+            },
+            "OpenAIResponseObjectStreamResponseOutputTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position within the text content"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete text content of the output item"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.output_text.done",
+                        "default": "response.output_text.done",
+                        "description": "Event type identifier, always \"response.output_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseOutputTextDone",
+                "description": "Streaming event for when text output is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The summary part that was added"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.added",
+                        "default": "response.reasoning_summary_part.added",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.added\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartAdded",
+                "description": "Streaming event for when a new reasoning summary part is added."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "part": {
+                        "$ref": "#/components/schemas/OpenAIResponseContentPartReasoningSummary",
+                        "description": "The completed summary part"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_part.done",
+                        "default": "response.reasoning_summary_part.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_part.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "part",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryPartDone",
+                "description": "Streaming event for when a reasoning summary part is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta": {
+                "type": "object",
+                "properties": {
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental summary text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.delta",
+                        "default": "response.reasoning_summary_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDelta",
+                "description": "Streaming event for incremental reasoning summary text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete summary text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the output item"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "summary_index": {
+                        "type": "integer",
+                        "description": "Index of the summary part within the reasoning summary"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_summary_text.done",
+                        "default": "response.reasoning_summary_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_summary_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "summary_index",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningSummaryTextDone",
+                "description": "Streaming event for when reasoning summary text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental reasoning text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item being updated"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.delta",
+                        "default": "response.reasoning_text.delta",
+                        "description": "Event type identifier, always \"response.reasoning_text.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDelta",
+                "description": "Streaming event for incremental reasoning text updates."
+            },
+            "OpenAIResponseObjectStreamResponseReasoningTextDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the reasoning content part"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Final complete reasoning text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.reasoning_text.done",
+                        "default": "response.reasoning_text.done",
+                        "description": "Event type identifier, always \"response.reasoning_text.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "text",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseReasoningTextDone",
+                "description": "Streaming event for when reasoning text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDelta": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "delta": {
+                        "type": "string",
+                        "description": "Incremental refusal text being added"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.delta",
+                        "default": "response.refusal.delta",
+                        "description": "Event type identifier, always \"response.refusal.delta\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "delta",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDelta",
+                "description": "Streaming event for incremental refusal text updates."
+            },
+            "OpenAIResponseObjectStreamResponseRefusalDone": {
+                "type": "object",
+                "properties": {
+                    "content_index": {
+                        "type": "integer",
+                        "description": "Index position of the content part"
+                    },
+                    "refusal": {
+                        "type": "string",
+                        "description": "Final complete refusal text"
+                    },
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the output item"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.refusal.done",
+                        "default": "response.refusal.done",
+                        "description": "Event type identifier, always \"response.refusal.done\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content_index",
+                    "refusal",
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseRefusalDone",
+                "description": "Streaming event for when refusal text is completed."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallCompleted": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the completed web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.completed",
+                        "default": "response.web_search_call.completed",
+                        "description": "Event type identifier, always \"response.web_search_call.completed\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallCompleted",
+                "description": "Streaming event for completed web search calls."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallInProgress": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the web search call"
+                    },
+                    "output_index": {
+                        "type": "integer",
+                        "description": "Index position of the item in the output list"
+                    },
+                    "sequence_number": {
+                        "type": "integer",
+                        "description": "Sequential number for ordering streaming events"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.in_progress",
+                        "default": "response.web_search_call.in_progress",
+                        "description": "Event type identifier, always \"response.web_search_call.in_progress\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallInProgress",
+                "description": "Streaming event for web search calls in progress."
+            },
+            "OpenAIResponseObjectStreamResponseWebSearchCallSearching": {
+                "type": "object",
+                "properties": {
+                    "item_id": {
+                        "type": "string"
+                    },
+                    "output_index": {
+                        "type": "integer"
+                    },
+                    "sequence_number": {
+                        "type": "integer"
+                    },
+                    "type": {
+                        "type": "string",
+                        "const": "response.web_search_call.searching",
+                        "default": "response.web_search_call.searching"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "item_id",
+                    "output_index",
+                    "sequence_number",
+                    "type"
+                ],
+                "title": "OpenAIResponseObjectStreamResponseWebSearchCallSearching"
+            },
+            "OpenAIDeleteResponseObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted response"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "response",
+                        "default": "response",
+                        "description": "Object type identifier, always \"response\""
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Deletion confirmation flag, always True"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "OpenAIDeleteResponseObject",
+                "description": "Response object confirming deletion of an OpenAI response."
+            },
+            "ListOpenAIResponseInputItem": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIResponseInput"
+                        },
+                        "description": "List of input items"
+                    },
+                    "object": {
+                        "type": "string",
+                        "const": "list",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "object"
+                ],
+                "title": "ListOpenAIResponseInputItem",
+                "description": "List container for OpenAI response input items."
+            },
+            "RunShieldRequest": {
+                "type": "object",
+                "properties": {
+                    "shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield to run."
+                    },
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/OpenAIMessageParam"
+                        },
+                        "description": "The messages to run the shield on."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the shield."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "shield_id",
+                    "messages",
+                    "params"
+                ],
+                "title": "RunShieldRequest"
+            },
+            "RunShieldResponse": {
+                "type": "object",
+                "properties": {
+                    "violation": {
+                        "$ref": "#/components/schemas/SafetyViolation",
+                        "description": "(Optional) Safety violation detected by the shield, if any"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "RunShieldResponse",
+                "description": "Response from running a safety shield."
+            },
+            "SafetyViolation": {
+                "type": "object",
+                "properties": {
+                    "violation_level": {
+                        "$ref": "#/components/schemas/ViolationLevel",
+                        "description": "Severity level of the violation"
+                    },
+                    "user_message": {
+                        "type": "string",
+                        "description": "(Optional) Message to convey to the user about the violation"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata including specific violation codes for debugging and telemetry"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "violation_level",
+                    "metadata"
+                ],
+                "title": "SafetyViolation",
+                "description": "Details of a safety violation detected by content moderation."
+            },
+            "ViolationLevel": {
+                "type": "string",
+                "enum": [
+                    "info",
+                    "warn",
+                    "error"
+                ],
+                "title": "ViolationLevel",
+                "description": "Severity level of a safety violation."
+            },
+            "AgentTurnInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "agent_turn_input",
+                        "default": "agent_turn_input",
+                        "description": "Discriminator type. Always \"agent_turn_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "AgentTurnInputType",
+                "description": "Parameter type for agent turn input."
+            },
+            "AggregationFunctionType": {
+                "type": "string",
+                "enum": [
+                    "average",
+                    "weighted_average",
+                    "median",
+                    "categorical_count",
+                    "accuracy"
+                ],
+                "title": "AggregationFunctionType",
+                "description": "Types of aggregation functions for scoring results."
+            },
+            "ArrayType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "array",
+                        "default": "array",
+                        "description": "Discriminator type. Always \"array\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ArrayType",
+                "description": "Parameter type for array values."
+            },
+            "BasicScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "basic",
+                        "default": "basic",
+                        "description": "The type of scoring function parameters, always basic"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "aggregation_functions"
+                ],
+                "title": "BasicScoringFnParams",
+                "description": "Parameters for basic scoring function configuration."
+            },
+            "BooleanType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "boolean",
+                        "default": "boolean",
+                        "description": "Discriminator type. Always \"boolean\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "BooleanType",
+                "description": "Parameter type for boolean values."
+            },
+            "ChatCompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "chat_completion_input",
+                        "default": "chat_completion_input",
+                        "description": "Discriminator type. Always \"chat_completion_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ChatCompletionInputType",
+                "description": "Parameter type for chat completion input."
+            },
+            "CompletionInputType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "completion_input",
+                        "default": "completion_input",
+                        "description": "Discriminator type. Always \"completion_input\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "CompletionInputType",
+                "description": "Parameter type for completion input."
+            },
+            "JsonType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "json",
+                        "default": "json",
+                        "description": "Discriminator type. Always \"json\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "JsonType",
+                "description": "Parameter type for JSON values."
+            },
+            "LLMAsJudgeScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "llm_as_judge",
+                        "default": "llm_as_judge",
+                        "description": "The type of scoring function parameters, always llm_as_judge"
+                    },
+                    "judge_model": {
+                        "type": "string",
+                        "description": "Identifier of the LLM model to use as a judge for scoring"
+                    },
+                    "prompt_template": {
+                        "type": "string",
+                        "description": "(Optional) Custom prompt template for the judge model"
+                    },
+                    "judge_score_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regexes to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "judge_model",
+                    "judge_score_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "LLMAsJudgeScoringFnParams",
+                "description": "Parameters for LLM-as-judge scoring function configuration."
+            },
+            "NumberType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "number",
+                        "default": "number",
+                        "description": "Discriminator type. Always \"number\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "NumberType",
+                "description": "Parameter type for numeric values."
+            },
+            "ObjectType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "object",
+                        "default": "object",
+                        "description": "Discriminator type. Always \"object\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "ObjectType",
+                "description": "Parameter type for object values."
+            },
+            "RegexParserScoringFnParams": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "$ref": "#/components/schemas/ScoringFnParamsType",
+                        "const": "regex_parser",
+                        "default": "regex_parser",
+                        "description": "The type of scoring function parameters, always regex_parser"
+                    },
+                    "parsing_regexes": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Regex to extract the answer from generated response"
+                    },
+                    "aggregation_functions": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AggregationFunctionType"
+                        },
+                        "description": "Aggregation functions to apply to the scores of each row"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "parsing_regexes",
+                    "aggregation_functions"
+                ],
+                "title": "RegexParserScoringFnParams",
+                "description": "Parameters for regex parser scoring function configuration."
+            },
+            "ScoringFn": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "scoring_function",
+                        "default": "scoring_function",
+                        "description": "The resource type, always scoring_function"
+                    },
+                    "description": {
+                        "type": "string"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        }
+                    },
+                    "return_type": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/StringType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/NumberType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/BooleanType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ArrayType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ObjectType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/JsonType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/UnionType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ChatCompletionInputType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/CompletionInputType"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnInputType"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "string": "#/components/schemas/StringType",
+                                "number": "#/components/schemas/NumberType",
+                                "boolean": "#/components/schemas/BooleanType",
+                                "array": "#/components/schemas/ArrayType",
+                                "object": "#/components/schemas/ObjectType",
+                                "json": "#/components/schemas/JsonType",
+                                "union": "#/components/schemas/UnionType",
+                                "chat_completion_input": "#/components/schemas/ChatCompletionInputType",
+                                "completion_input": "#/components/schemas/CompletionInputType",
+                                "agent_turn_input": "#/components/schemas/AgentTurnInputType"
+                            }
+                        }
+                    },
+                    "params": {
+                        "$ref": "#/components/schemas/ScoringFnParams"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "metadata",
+                    "return_type"
+                ],
+                "title": "ScoringFn",
+                "description": "A scoring function resource for evaluating model outputs."
+            },
+            "ScoringFnParams": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/LLMAsJudgeScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/RegexParserScoringFnParams"
+                    },
+                    {
+                        "$ref": "#/components/schemas/BasicScoringFnParams"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "llm_as_judge": "#/components/schemas/LLMAsJudgeScoringFnParams",
+                        "regex_parser": "#/components/schemas/RegexParserScoringFnParams",
+                        "basic": "#/components/schemas/BasicScoringFnParams"
+                    }
+                }
+            },
+            "ScoringFnParamsType": {
+                "type": "string",
+                "enum": [
+                    "llm_as_judge",
+                    "regex_parser",
+                    "basic"
+                ],
+                "title": "ScoringFnParamsType",
+                "description": "Types of scoring function parameter configurations."
+            },
+            "StringType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "string",
+                        "default": "string",
+                        "description": "Discriminator type. Always \"string\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "StringType",
+                "description": "Parameter type for string values."
+            },
+            "UnionType": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "union",
+                        "default": "union",
+                        "description": "Discriminator type. Always \"union\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "UnionType",
+                "description": "Parameter type for union values."
+            },
+            "ListScoringFunctionsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ScoringFn"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListScoringFunctionsResponse"
+            },
+            "ParamType": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/StringType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/NumberType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/BooleanType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ArrayType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ObjectType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/JsonType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/UnionType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ChatCompletionInputType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/CompletionInputType"
+                    },
+                    {
+                        "$ref": "#/components/schemas/AgentTurnInputType"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "string": "#/components/schemas/StringType",
+                        "number": "#/components/schemas/NumberType",
+                        "boolean": "#/components/schemas/BooleanType",
+                        "array": "#/components/schemas/ArrayType",
+                        "object": "#/components/schemas/ObjectType",
+                        "json": "#/components/schemas/JsonType",
+                        "union": "#/components/schemas/UnionType",
+                        "chat_completion_input": "#/components/schemas/ChatCompletionInputType",
+                        "completion_input": "#/components/schemas/CompletionInputType",
+                        "agent_turn_input": "#/components/schemas/AgentTurnInputType"
+                    }
+                }
+            },
+            "RegisterScoringFunctionRequest": {
+                "type": "object",
+                "properties": {
+                    "scoring_fn_id": {
+                        "type": "string",
+                        "description": "The ID of the scoring function to register."
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "The description of the scoring function."
+                    },
+                    "return_type": {
+                        "$ref": "#/components/schemas/ParamType",
+                        "description": "The return type of the scoring function."
+                    },
+                    "provider_scoring_fn_id": {
+                        "type": "string",
+                        "description": "The ID of the provider scoring function to use for the scoring function."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the scoring function."
+                    },
+                    "params": {
+                        "$ref": "#/components/schemas/ScoringFnParams",
+                        "description": "The parameters for the scoring function for benchmark eval, these can be overridden for app eval."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "scoring_fn_id",
+                    "description",
+                    "return_type"
+                ],
+                "title": "RegisterScoringFunctionRequest"
+            },
+            "ScoreRequest": {
+                "type": "object",
+                "properties": {
+                    "input_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to score."
+                    },
+                    "scoring_functions": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/ScoringFnParams"
+                                },
+                                {
+                                    "type": "null"
+                                }
+                            ]
+                        },
+                        "description": "The scoring functions to use for the scoring."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_rows",
+                    "scoring_functions"
+                ],
+                "title": "ScoreRequest"
+            },
+            "ScoreResponse": {
+                "type": "object",
+                "properties": {
+                    "results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "A map of scoring function name to ScoringResult."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "results"
+                ],
+                "title": "ScoreResponse",
+                "description": "The response from scoring."
+            },
+            "ScoringResult": {
+                "type": "object",
+                "properties": {
+                    "score_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The scoring result for each row. Each row is a map of column name to value."
+                    },
+                    "aggregated_results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Map of metric name to aggregated value"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "score_rows",
+                    "aggregated_results"
+                ],
+                "title": "ScoringResult",
+                "description": "A scoring result for a single row."
+            },
+            "ScoreBatchRequest": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset to score."
+                    },
+                    "scoring_functions": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/ScoringFnParams"
+                                },
+                                {
+                                    "type": "null"
+                                }
+                            ]
+                        },
+                        "description": "The scoring functions to use for the scoring."
+                    },
+                    "save_results_dataset": {
+                        "type": "boolean",
+                        "description": "Whether to save the results to a dataset."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dataset_id",
+                    "scoring_functions",
+                    "save_results_dataset"
+                ],
+                "title": "ScoreBatchRequest"
+            },
+            "ScoreBatchResponse": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "(Optional) The identifier of the dataset that was scored"
+                    },
+                    "results": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "A map of scoring function name to ScoringResult"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "results"
+                ],
+                "title": "ScoreBatchResponse",
+                "description": "Response from batch scoring operations on datasets."
+            },
+            "Shield": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "shield",
+                        "default": "shield",
+                        "description": "The resource type, always shield"
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Configuration parameters for the shield"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type"
+                ],
+                "title": "Shield",
+                "description": "A safety shield resource that can be used to check content."
+            },
+            "ListShieldsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Shield"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListShieldsResponse"
+            },
+            "RegisterShieldRequest": {
+                "type": "object",
+                "properties": {
+                    "shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield to register."
+                    },
+                    "provider_shield_id": {
+                        "type": "string",
+                        "description": "The identifier of the shield in the provider."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The identifier of the provider."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the shield."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "shield_id"
+                ],
+                "title": "RegisterShieldRequest"
+            },
+            "CompletionMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "assistant",
+                        "default": "assistant",
+                        "description": "Must be \"assistant\" to identify this as the model's response"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the model's response"
+                    },
+                    "stop_reason": {
+                        "type": "string",
+                        "enum": [
+                            "end_of_turn",
+                            "end_of_message",
+                            "out_of_tokens"
+                        ],
+                        "description": "Reason why the model stopped generating. Options are: - `StopReason.end_of_turn`: The model finished generating the entire response. - `StopReason.end_of_message`: The model finished generating but generated a partial response -- usually, a tool call. The user may call the tool and continue the conversation with the tool's response. - `StopReason.out_of_tokens`: The model ran out of token budget."
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolCall"
+                        },
+                        "description": "List of tool calls. Each tool call is a ToolCall object."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content",
+                    "stop_reason"
+                ],
+                "title": "CompletionMessage",
+                "description": "A message containing the model's (assistant) response in a chat conversation."
+            },
+            "ImageContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image",
+                        "default": "image",
+                        "description": "Discriminator type of the content item. Always \"image\""
+                    },
+                    "image": {
+                        "type": "object",
+                        "properties": {
+                            "url": {
+                                "$ref": "#/components/schemas/URL",
+                                "description": "A URL of the image or data URL in the format of data:image/{type};base64,{data}. Note that URL could have length limits."
+                            },
+                            "data": {
+                                "type": "string",
+                                "contentEncoding": "base64",
+                                "description": "base64 encoded image data as string"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Image as a base64 encoded string or an URL"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image"
+                ],
+                "title": "ImageContentItem",
+                "description": "A image content item"
+            },
+            "InterleavedContent": {
+                "oneOf": [
+                    {
+                        "type": "string"
+                    },
+                    {
+                        "$ref": "#/components/schemas/InterleavedContentItem"
+                    },
+                    {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/InterleavedContentItem"
+                        }
+                    }
+                ]
+            },
+            "InterleavedContentItem": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/ImageContentItem"
+                    },
+                    {
+                        "$ref": "#/components/schemas/TextContentItem"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "image": "#/components/schemas/ImageContentItem",
+                        "text": "#/components/schemas/TextContentItem"
+                    }
+                }
+            },
+            "Message": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/UserMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/SystemMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/ToolResponseMessage"
+                    },
+                    {
+                        "$ref": "#/components/schemas/CompletionMessage"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "role",
+                    "mapping": {
+                        "user": "#/components/schemas/UserMessage",
+                        "system": "#/components/schemas/SystemMessage",
+                        "tool": "#/components/schemas/ToolResponseMessage",
+                        "assistant": "#/components/schemas/CompletionMessage"
+                    }
+                }
+            },
+            "SystemMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "system",
+                        "default": "system",
+                        "description": "Must be \"system\" to identify this as a system message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the \"system prompt\". If multiple system messages are provided, they are concatenated. The underlying Llama Stack code may also add other system messages (for example, for formatting tool definitions)."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "SystemMessage",
+                "description": "A system message providing instructions or context to the model."
+            },
+            "TextContentItem": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Discriminator type of the content item. Always \"text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "Text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "TextContentItem",
+                "description": "A text content item"
+            },
+            "ToolCall": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string"
+                    },
+                    "tool_name": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "brave_search",
+                                    "wolfram_alpha",
+                                    "photogen",
+                                    "code_interpreter"
+                                ],
+                                "title": "BuiltinTool"
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ]
+                    },
+                    "arguments": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "tool_name",
+                    "arguments"
+                ],
+                "title": "ToolCall"
+            },
+            "ToolResponseMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "tool",
+                        "default": "tool",
+                        "description": "Must be \"tool\" to identify this as a tool response"
+                    },
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The response content from the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "call_id",
+                    "content"
+                ],
+                "title": "ToolResponseMessage",
+                "description": "A message representing the result of a tool invocation."
+            },
+            "URL": {
+                "type": "object",
+                "properties": {
+                    "uri": {
+                        "type": "string",
+                        "description": "The URL string pointing to the resource"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "uri"
+                ],
+                "title": "URL",
+                "description": "A URL reference to external content."
+            },
+            "UserMessage": {
+                "type": "object",
+                "properties": {
+                    "role": {
+                        "type": "string",
+                        "const": "user",
+                        "default": "user",
+                        "description": "Must be \"user\" to identify this as a user message"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the message, which can include text and other media"
+                    },
+                    "context": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) This field is used internally by Llama Stack to pass RAG context. This field may be removed in the API in the future."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "role",
+                    "content"
+                ],
+                "title": "UserMessage",
+                "description": "A message from the user in a chat conversation."
+            },
+            "SyntheticDataGenerateRequest": {
+                "type": "object",
+                "properties": {
+                    "dialogs": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Message"
+                        },
+                        "description": "List of conversation messages to use as input for synthetic data generation"
+                    },
+                    "filtering_function": {
+                        "type": "string",
+                        "enum": [
+                            "none",
+                            "random",
+                            "top_k",
+                            "top_p",
+                            "top_k_top_p",
+                            "sigmoid"
+                        ],
+                        "description": "Type of filtering to apply to generated synthetic data samples"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "(Optional) The identifier of the model to use. The model must be registered with Llama Stack and available via the /models endpoint"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dialogs",
+                    "filtering_function"
+                ],
+                "title": "SyntheticDataGenerateRequest"
+            },
+            "SyntheticDataGenerationResponse": {
+                "type": "object",
+                "properties": {
+                    "synthetic_data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "List of generated synthetic data samples that passed the filtering criteria"
+                    },
+                    "statistics": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Statistical information about the generation process and filtering results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "synthetic_data"
+                ],
+                "title": "SyntheticDataGenerationResponse",
+                "description": "Response from the synthetic data generation. Batch of (prompt, response, score) tuples that pass the threshold."
+            },
+            "InvokeToolRequest": {
+                "type": "object",
+                "properties": {
+                    "tool_name": {
+                        "type": "string",
+                        "description": "The name of the tool to invoke."
+                    },
+                    "kwargs": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "A dictionary of arguments to pass to the tool."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "tool_name",
+                    "kwargs"
+                ],
+                "title": "InvokeToolRequest"
+            },
+            "ToolInvocationResult": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) The output content from the tool execution"
+                    },
+                    "error_message": {
+                        "type": "string",
+                        "description": "(Optional) Error message if the tool execution failed"
+                    },
+                    "error_code": {
+                        "type": "integer",
+                        "description": "(Optional) Numeric error code if the tool execution failed"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool execution"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ToolInvocationResult",
+                "description": "Result of a tool invocation."
+            },
+            "ToolDef": {
+                "type": "object",
+                "properties": {
+                    "toolgroup_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the tool group this tool belongs to"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Name of the tool"
+                    },
+                    "description": {
+                        "type": "string",
+                        "description": "(Optional) Human-readable description of what the tool does"
+                    },
+                    "input_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool inputs (MCP inputSchema)"
+                    },
+                    "output_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) JSON Schema for tool outputs (MCP outputSchema)"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "name"
+                ],
+                "title": "ToolDef",
+                "description": "Tool definition used in runtime contexts."
+            },
+            "ListToolDefsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolDef"
+                        },
+                        "description": "List of tool definitions"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListToolDefsResponse",
+                "description": "Response containing a list of tool definitions."
+            },
+            "RAGDocument": {
+                "type": "object",
+                "properties": {
+                    "document_id": {
+                        "type": "string",
+                        "description": "The unique identifier for the document."
+                    },
+                    "content": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "$ref": "#/components/schemas/InterleavedContentItem"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "$ref": "#/components/schemas/InterleavedContentItem"
+                                }
+                            },
+                            {
+                                "$ref": "#/components/schemas/URL"
+                            }
+                        ],
+                        "description": "The content of the document."
+                    },
+                    "mime_type": {
+                        "type": "string",
+                        "description": "The MIME type of the document."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata for the document."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "document_id",
+                    "content",
+                    "metadata"
+                ],
+                "title": "RAGDocument",
+                "description": "A document to be used for document ingestion in the RAG Tool."
+            },
+            "InsertRequest": {
+                "type": "object",
+                "properties": {
+                    "documents": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/RAGDocument"
+                        },
+                        "description": "List of documents to index in the RAG system"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector database to store the document embeddings"
+                    },
+                    "chunk_size_in_tokens": {
+                        "type": "integer",
+                        "description": "(Optional) Size in tokens for document chunking during indexing"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "documents",
+                    "vector_store_id",
+                    "chunk_size_in_tokens"
+                ],
+                "title": "InsertRequest"
+            },
+            "DefaultRAGQueryGeneratorConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "default",
+                        "default": "default",
+                        "description": "Type of query generator, always 'default'"
+                    },
+                    "separator": {
+                        "type": "string",
+                        "default": " ",
+                        "description": "String separator used to join query terms"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "separator"
+                ],
+                "title": "DefaultRAGQueryGeneratorConfig",
+                "description": "Configuration for the default RAG query generator."
+            },
+            "LLMRAGQueryGeneratorConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "llm",
+                        "default": "llm",
+                        "description": "Type of query generator, always 'llm'"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "Name of the language model to use for query generation"
+                    },
+                    "template": {
+                        "type": "string",
+                        "description": "Template string for formatting the query generation prompt"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "model",
+                    "template"
+                ],
+                "title": "LLMRAGQueryGeneratorConfig",
+                "description": "Configuration for the LLM-based RAG query generator."
+            },
+            "RAGQueryConfig": {
+                "type": "object",
+                "properties": {
+                    "query_generator_config": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/DefaultRAGQueryGeneratorConfig"
+                            },
+                            {
+                                "$ref": "#/components/schemas/LLMRAGQueryGeneratorConfig"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "default": "#/components/schemas/DefaultRAGQueryGeneratorConfig",
+                                "llm": "#/components/schemas/LLMRAGQueryGeneratorConfig"
+                            }
+                        },
+                        "description": "Configuration for the query generator."
+                    },
+                    "max_tokens_in_context": {
+                        "type": "integer",
+                        "default": 4096,
+                        "description": "Maximum number of tokens in the context."
+                    },
+                    "max_chunks": {
+                        "type": "integer",
+                        "default": 5,
+                        "description": "Maximum number of chunks to retrieve."
+                    },
+                    "chunk_template": {
+                        "type": "string",
+                        "default": "Result {index}\nContent: {chunk.content}\nMetadata: {metadata}\n",
+                        "description": "Template for formatting each retrieved chunk in the context. Available placeholders: {index} (1-based chunk ordinal), {chunk.content} (chunk content string), {metadata} (chunk metadata dict). Default: \"Result {index}\\nContent: {chunk.content}\\nMetadata: {metadata}\\n\""
+                    },
+                    "mode": {
+                        "$ref": "#/components/schemas/RAGSearchMode",
+                        "default": "vector",
+                        "description": "Search mode for retrieval—either \"vector\", \"keyword\", or \"hybrid\". Default \"vector\"."
+                    },
+                    "ranker": {
+                        "$ref": "#/components/schemas/Ranker",
+                        "description": "Configuration for the ranker to use in hybrid search. Defaults to RRF ranker."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "query_generator_config",
+                    "max_tokens_in_context",
+                    "max_chunks",
+                    "chunk_template"
+                ],
+                "title": "RAGQueryConfig",
+                "description": "Configuration for the RAG query generation."
+            },
+            "RAGSearchMode": {
+                "type": "string",
+                "enum": [
+                    "vector",
+                    "keyword",
+                    "hybrid"
+                ],
+                "title": "RAGSearchMode",
+                "description": "Search modes for RAG query retrieval: - VECTOR: Uses vector similarity search for semantic matching - KEYWORD: Uses keyword-based search for exact matching - HYBRID: Combines both vector and keyword search for better results"
+            },
+            "RRFRanker": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "rrf",
+                        "default": "rrf",
+                        "description": "The type of ranker, always \"rrf\""
+                    },
+                    "impact_factor": {
+                        "type": "number",
+                        "default": 60.0,
+                        "description": "The impact factor for RRF scoring. Higher values give more weight to higher-ranked results. Must be greater than 0"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "impact_factor"
+                ],
+                "title": "RRFRanker",
+                "description": "Reciprocal Rank Fusion (RRF) ranker configuration."
+            },
+            "Ranker": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/RRFRanker"
+                    },
+                    {
+                        "$ref": "#/components/schemas/WeightedRanker"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "rrf": "#/components/schemas/RRFRanker",
+                        "weighted": "#/components/schemas/WeightedRanker"
+                    }
+                }
+            },
+            "WeightedRanker": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "weighted",
+                        "default": "weighted",
+                        "description": "The type of ranker, always \"weighted\""
+                    },
+                    "alpha": {
+                        "type": "number",
+                        "default": 0.5,
+                        "description": "Weight factor between 0 and 1. 0 means only use keyword scores, 1 means only use vector scores, values in between blend both scores."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "alpha"
+                ],
+                "title": "WeightedRanker",
+                "description": "Weighted ranker configuration that combines vector and keyword scores."
+            },
+            "QueryRequest": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The query content to search for in the indexed documents"
+                    },
+                    "vector_store_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of vector database IDs to search within"
+                    },
+                    "query_config": {
+                        "$ref": "#/components/schemas/RAGQueryConfig",
+                        "description": "(Optional) Configuration parameters for the query operation"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "vector_store_ids"
+                ],
+                "title": "QueryRequest"
+            },
+            "RAGQueryResult": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "(Optional) The retrieved content from the query"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata about the query result"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "metadata"
+                ],
+                "title": "RAGQueryResult",
+                "description": "Result of a RAG query containing retrieved content and metadata."
+            },
+            "ToolGroup": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "tool_group",
+                        "default": "tool_group",
+                        "description": "Type of resource, always 'tool_group'"
+                    },
+                    "mcp_endpoint": {
+                        "$ref": "#/components/schemas/URL",
+                        "description": "(Optional) Model Context Protocol endpoint for remote tools"
+                    },
+                    "args": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional arguments for the tool group"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type"
+                ],
+                "title": "ToolGroup",
+                "description": "A group of related tools managed together."
+            },
+            "ListToolGroupsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolGroup"
+                        },
+                        "description": "List of tool groups"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListToolGroupsResponse",
+                "description": "Response containing a list of tool groups."
+            },
+            "RegisterToolGroupRequest": {
+                "type": "object",
+                "properties": {
+                    "toolgroup_id": {
+                        "type": "string",
+                        "description": "The ID of the tool group to register."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the tool group."
+                    },
+                    "mcp_endpoint": {
+                        "$ref": "#/components/schemas/URL",
+                        "description": "The MCP endpoint to use for the tool group."
+                    },
+                    "args": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "A dictionary of arguments to pass to the tool group."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "toolgroup_id",
+                    "provider_id"
+                ],
+                "title": "RegisterToolGroupRequest"
+            },
+            "Chunk": {
+                "type": "object",
+                "properties": {
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The content of the chunk, which can be interleaved text, images, or other types."
+                    },
+                    "chunk_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the chunk. Must be provided explicitly."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Metadata associated with the chunk that will be used in the model context during inference."
+                    },
+                    "embedding": {
+                        "type": "array",
+                        "items": {
+                            "type": "number"
+                        },
+                        "description": "Optional embedding for the chunk. If not provided, it will be computed later."
+                    },
+                    "chunk_metadata": {
+                        "$ref": "#/components/schemas/ChunkMetadata",
+                        "description": "Metadata for the chunk that will NOT be used in the context during inference. The `chunk_metadata` is required backend functionality."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "content",
+                    "chunk_id",
+                    "metadata"
+                ],
+                "title": "Chunk",
+                "description": "A chunk of content that can be inserted into a vector database."
+            },
+            "ChunkMetadata": {
+                "type": "object",
+                "properties": {
+                    "chunk_id": {
+                        "type": "string",
+                        "description": "The ID of the chunk. If not set, it will be generated based on the document ID and content."
+                    },
+                    "document_id": {
+                        "type": "string",
+                        "description": "The ID of the document this chunk belongs to."
+                    },
+                    "source": {
+                        "type": "string",
+                        "description": "The source of the content, such as a URL, file path, or other identifier."
+                    },
+                    "created_timestamp": {
+                        "type": "integer",
+                        "description": "An optional timestamp indicating when the chunk was created."
+                    },
+                    "updated_timestamp": {
+                        "type": "integer",
+                        "description": "An optional timestamp indicating when the chunk was last updated."
+                    },
+                    "chunk_window": {
+                        "type": "string",
+                        "description": "The window of the chunk, which can be used to group related chunks together."
+                    },
+                    "chunk_tokenizer": {
+                        "type": "string",
+                        "description": "The tokenizer used to create the chunk. Default is Tiktoken."
+                    },
+                    "chunk_embedding_model": {
+                        "type": "string",
+                        "description": "The embedding model used to create the chunk's embedding."
+                    },
+                    "chunk_embedding_dimension": {
+                        "type": "integer",
+                        "description": "The dimension of the embedding vector for the chunk."
+                    },
+                    "content_token_count": {
+                        "type": "integer",
+                        "description": "The number of tokens in the content of the chunk."
+                    },
+                    "metadata_token_count": {
+                        "type": "integer",
+                        "description": "The number of tokens in the metadata of the chunk."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ChunkMetadata",
+                "description": "`ChunkMetadata` is backend metadata for a `Chunk` that is used to store additional information about the chunk that     will not be used in the context during inference, but is required for backend functionality. The `ChunkMetadata`     is set during chunk creation in `MemoryToolRuntimeImpl().insert()`and is not expected to change after.     Use `Chunk.metadata` for metadata that will be used in the context during inference."
+            },
+            "InsertChunksRequest": {
+                "type": "object",
+                "properties": {
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "The identifier of the vector database to insert the chunks into."
+                    },
+                    "chunks": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Chunk"
+                        },
+                        "description": "The chunks to insert. Each `Chunk` should contain content which can be interleaved text, images, or other types. `metadata`: `dict[str, Any]` and `embedding`: `List[float]` are optional. If `metadata` is provided, you configure how Llama Stack formats the chunk during generation. If `embedding` is not provided, it will be computed later."
+                    },
+                    "ttl_seconds": {
+                        "type": "integer",
+                        "description": "The time to live of the chunks."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "vector_store_id",
+                    "chunks"
+                ],
+                "title": "InsertChunksRequest"
+            },
+            "QueryChunksRequest": {
+                "type": "object",
+                "properties": {
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "The identifier of the vector database to query."
+                    },
+                    "query": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The query to search for."
+                    },
+                    "params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The parameters of the query."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "vector_store_id",
+                    "query"
+                ],
+                "title": "QueryChunksRequest"
+            },
+            "QueryChunksResponse": {
+                "type": "object",
+                "properties": {
+                    "chunks": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Chunk"
+                        },
+                        "description": "List of content chunks returned from the query"
+                    },
+                    "scores": {
+                        "type": "array",
+                        "items": {
+                            "type": "number"
+                        },
+                        "description": "Relevance scores corresponding to each returned chunk"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "chunks",
+                    "scores"
+                ],
+                "title": "QueryChunksResponse",
+                "description": "Response from querying chunks in a vector database."
+            },
+            "VectorStoreFileCounts": {
+                "type": "object",
+                "properties": {
+                    "completed": {
+                        "type": "integer",
+                        "description": "Number of files that have been successfully processed"
+                    },
+                    "cancelled": {
+                        "type": "integer",
+                        "description": "Number of files that had their processing cancelled"
+                    },
+                    "failed": {
+                        "type": "integer",
+                        "description": "Number of files that failed to process"
+                    },
+                    "in_progress": {
+                        "type": "integer",
+                        "description": "Number of files currently being processed"
+                    },
+                    "total": {
+                        "type": "integer",
+                        "description": "Total number of files in the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "completed",
+                    "cancelled",
+                    "failed",
+                    "in_progress",
+                    "total"
+                ],
+                "title": "VectorStoreFileCounts",
+                "description": "File processing status counts for a vector store."
+            },
+            "VectorStoreListResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreObject"
+                        },
+                        "description": "List of vector store objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first vector store in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last vector store in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more vector stores available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListResponse",
+                "description": "Response from listing vector stores."
+            },
+            "VectorStoreObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store",
+                        "description": "Object type identifier, always \"vector_store\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the vector store was created"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) Name of the vector store"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by the vector store in bytes"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the vector store"
+                    },
+                    "status": {
+                        "type": "string",
+                        "default": "completed",
+                        "description": "Current status of the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "expires_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp when the vector store will expire"
+                    },
+                    "last_active_at": {
+                        "type": "integer",
+                        "description": "(Optional) Timestamp of last activity on the vector store"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "usage_bytes",
+                    "file_counts",
+                    "status",
+                    "metadata"
+                ],
+                "title": "VectorStoreObject",
+                "description": "OpenAI Vector Store object."
+            },
+            "OpenAICreateVectorStoreRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "(Optional) A name for the vector store"
+                    },
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of file IDs to include in the vector store"
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Expiration policy for the vector store"
+                    },
+                    "chunking_strategy": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Strategy for splitting files into chunks"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of key-value pairs that can be attached to the vector store"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenAICreateVectorStoreRequestWithExtraBody",
+                "description": "Request to create a vector store with extra_body support."
+            },
+            "OpenaiUpdateVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the vector store."
+                    },
+                    "expires_after": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The expiration policy for a vector store."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Set of 16 key-value pairs that can be attached to an object."
+                    }
+                },
+                "additionalProperties": false,
+                "title": "OpenaiUpdateVectorStoreRequest"
+            },
+            "VectorStoreDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted vector store"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreDeleteResponse",
+                "description": "Response from deleting a vector store."
+            },
+            "VectorStoreChunkingStrategy": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                    },
+                    {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                        "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                    }
+                }
+            },
+            "VectorStoreChunkingStrategyAuto": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "auto",
+                        "default": "auto",
+                        "description": "Strategy type, always \"auto\" for automatic chunking"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "VectorStoreChunkingStrategyAuto",
+                "description": "Automatic chunking strategy for vector store files."
+            },
+            "VectorStoreChunkingStrategyStatic": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "static",
+                        "default": "static",
+                        "description": "Strategy type, always \"static\" for static chunking"
+                    },
+                    "static": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategyStaticConfig",
+                        "description": "Configuration parameters for the static chunking strategy"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "static"
+                ],
+                "title": "VectorStoreChunkingStrategyStatic",
+                "description": "Static chunking strategy with configurable parameters."
+            },
+            "VectorStoreChunkingStrategyStaticConfig": {
+                "type": "object",
+                "properties": {
+                    "chunk_overlap_tokens": {
+                        "type": "integer",
+                        "default": 400,
+                        "description": "Number of tokens to overlap between adjacent chunks"
+                    },
+                    "max_chunk_size_tokens": {
+                        "type": "integer",
+                        "default": 800,
+                        "description": "Maximum number of tokens per chunk, must be between 100 and 4096"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "chunk_overlap_tokens",
+                    "max_chunk_size_tokens"
+                ],
+                "title": "VectorStoreChunkingStrategyStaticConfig",
+                "description": "Configuration for static chunking strategy."
+            },
+            "OpenAICreateVectorStoreFileBatchRequestWithExtraBody": {
+                "type": "object",
+                "properties": {
+                    "file_ids": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "A list of File IDs that the vector store should use"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes to store with the files"
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "(Optional) The chunking strategy used to chunk the file(s). Defaults to auto"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_ids"
+                ],
+                "title": "OpenAICreateVectorStoreFileBatchRequestWithExtraBody",
+                "description": "Request to create a vector store file batch with extra_body support."
+            },
+            "VectorStoreFileBatchObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file batch"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file_batch",
+                        "description": "Object type identifier, always \"vector_store.file_batch\""
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file batch was created"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing the file batch"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file batch"
+                    },
+                    "file_counts": {
+                        "$ref": "#/components/schemas/VectorStoreFileCounts",
+                        "description": "File processing status counts for the batch"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "created_at",
+                    "vector_store_id",
+                    "status",
+                    "file_counts"
+                ],
+                "title": "VectorStoreFileBatchObject",
+                "description": "OpenAI Vector Store File Batch object."
+            },
+            "VectorStoreFileStatus": {
+                "oneOf": [
+                    {
+                        "type": "string",
+                        "const": "completed"
+                    },
+                    {
+                        "type": "string",
+                        "const": "in_progress"
+                    },
+                    {
+                        "type": "string",
+                        "const": "cancelled"
+                    },
+                    {
+                        "type": "string",
+                        "const": "failed"
+                    }
+                ]
+            },
+            "VectorStoreFileLastError": {
+                "type": "object",
+                "properties": {
+                    "code": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "const": "server_error"
+                            },
+                            {
+                                "type": "string",
+                                "const": "rate_limit_exceeded"
+                            }
+                        ],
+                        "description": "Error code indicating the type of failure"
+                    },
+                    "message": {
+                        "type": "string",
+                        "description": "Human-readable error message describing the failure"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "code",
+                    "message"
+                ],
+                "title": "VectorStoreFileLastError",
+                "description": "Error information for failed vector store file processing."
+            },
+            "VectorStoreFileObject": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file",
+                        "description": "Object type identifier, always \"vector_store.file\""
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "chunking_strategy": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyAuto"
+                            },
+                            {
+                                "$ref": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "auto": "#/components/schemas/VectorStoreChunkingStrategyAuto",
+                                "static": "#/components/schemas/VectorStoreChunkingStrategyStatic"
+                            }
+                        },
+                        "description": "Strategy used for splitting the file into chunks"
+                    },
+                    "created_at": {
+                        "type": "integer",
+                        "description": "Timestamp when the file was added to the vector store"
+                    },
+                    "last_error": {
+                        "$ref": "#/components/schemas/VectorStoreFileLastError",
+                        "description": "(Optional) Error information if file processing failed"
+                    },
+                    "status": {
+                        "$ref": "#/components/schemas/VectorStoreFileStatus",
+                        "description": "Current processing status of the file"
+                    },
+                    "usage_bytes": {
+                        "type": "integer",
+                        "default": 0,
+                        "description": "Storage space used by this file in bytes"
+                    },
+                    "vector_store_id": {
+                        "type": "string",
+                        "description": "ID of the vector store containing this file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "attributes",
+                    "chunking_strategy",
+                    "created_at",
+                    "status",
+                    "usage_bytes",
+                    "vector_store_id"
+                ],
+                "title": "VectorStoreFileObject",
+                "description": "OpenAI Vector Store File object."
+            },
+            "VectorStoreFilesListInBatchResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects in the batch"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreFilesListInBatchResponse",
+                "description": "Response from listing files in a vector store file batch."
+            },
+            "VectorStoreListFilesResponse": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "list",
+                        "description": "Object type identifier, always \"list\""
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreFileObject"
+                        },
+                        "description": "List of vector store file objects"
+                    },
+                    "first_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the first file in the list for pagination"
+                    },
+                    "last_id": {
+                        "type": "string",
+                        "description": "(Optional) ID of the last file in the list for pagination"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more files available beyond this page"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreListFilesResponse",
+                "description": "Response from listing files in a vector store."
+            },
+            "OpenaiAttachFileToVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "The ID of the file to attach to the vector store."
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The key-value attributes stored with the file, which can be used for filtering."
+                    },
+                    "chunking_strategy": {
+                        "$ref": "#/components/schemas/VectorStoreChunkingStrategy",
+                        "description": "The chunking strategy to use for the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id"
+                ],
+                "title": "OpenaiAttachFileToVectorStoreRequest"
+            },
+            "OpenaiUpdateVectorStoreFileRequest": {
+                "type": "object",
+                "properties": {
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The updated key-value attributes to store with the file."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "attributes"
+                ],
+                "title": "OpenaiUpdateVectorStoreFileRequest"
+            },
+            "VectorStoreFileDeleteResponse": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "Unique identifier of the deleted file"
+                    },
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.file.deleted",
+                        "description": "Object type identifier for the deletion response"
+                    },
+                    "deleted": {
+                        "type": "boolean",
+                        "default": true,
+                        "description": "Whether the deletion operation was successful"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "id",
+                    "object",
+                    "deleted"
+                ],
+                "title": "VectorStoreFileDeleteResponse",
+                "description": "Response from deleting a vector store file."
+            },
+            "VectorStoreContent": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "description": "Content type, currently only \"text\" is supported"
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The actual text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "VectorStoreContent",
+                "description": "Content item from a vector store file or search result."
+            },
+            "VectorStoreFileContentsResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the file"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items from the file"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "attributes",
+                    "content"
+                ],
+                "title": "VectorStoreFileContentsResponse",
+                "description": "Response from retrieving the contents of a vector store file."
+            },
+            "OpenaiSearchVectorStoreRequest": {
+                "type": "object",
+                "properties": {
+                    "query": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "type": "array",
+                                "items": {
+                                    "type": "string"
+                                }
+                            }
+                        ],
+                        "description": "The query string or array for performing the search."
+                    },
+                    "filters": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Filters based on file attributes to narrow the search results."
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "description": "Maximum number of results to return (1 to 50 inclusive, default 10)."
+                    },
+                    "ranking_options": {
+                        "type": "object",
+                        "properties": {
+                            "ranker": {
+                                "type": "string",
+                                "description": "(Optional) Name of the ranking algorithm to use"
+                            },
+                            "score_threshold": {
+                                "type": "number",
+                                "default": 0.0,
+                                "description": "(Optional) Minimum relevance score threshold for results"
+                            }
+                        },
+                        "additionalProperties": false,
+                        "description": "Ranking options for fine-tuning the search results."
+                    },
+                    "rewrite_query": {
+                        "type": "boolean",
+                        "description": "Whether to rewrite the natural language query for vector search (default false)"
+                    },
+                    "search_mode": {
+                        "type": "string",
+                        "description": "The search mode to use - \"keyword\", \"vector\", or \"hybrid\" (default \"vector\")"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "query"
+                ],
+                "title": "OpenaiSearchVectorStoreRequest"
+            },
+            "VectorStoreSearchResponse": {
+                "type": "object",
+                "properties": {
+                    "file_id": {
+                        "type": "string",
+                        "description": "Unique identifier of the file containing the result"
+                    },
+                    "filename": {
+                        "type": "string",
+                        "description": "Name of the file containing the result"
+                    },
+                    "score": {
+                        "type": "number",
+                        "description": "Relevance score for this search result"
+                    },
+                    "attributes": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "boolean"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Key-value attributes associated with the file"
+                    },
+                    "content": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreContent"
+                        },
+                        "description": "List of content items matching the search query"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "file_id",
+                    "filename",
+                    "score",
+                    "content"
+                ],
+                "title": "VectorStoreSearchResponse",
+                "description": "Response from searching a vector store."
+            },
+            "VectorStoreSearchResponsePage": {
+                "type": "object",
+                "properties": {
+                    "object": {
+                        "type": "string",
+                        "default": "vector_store.search_results.page",
+                        "description": "Object type identifier for the search results page"
+                    },
+                    "search_query": {
+                        "type": "string",
+                        "description": "The original search query that was executed"
+                    },
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/VectorStoreSearchResponse"
+                        },
+                        "description": "List of search result objects"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Whether there are more results available beyond this page"
+                    },
+                    "next_page": {
+                        "type": "string",
+                        "description": "(Optional) Token for retrieving the next page of results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "object",
+                    "search_query",
+                    "data",
+                    "has_more"
+                ],
+                "title": "VectorStoreSearchResponsePage",
+                "description": "Paginated response from searching a vector store."
+            },
+            "VersionInfo": {
+                "type": "object",
+                "properties": {
+                    "version": {
+                        "type": "string",
+                        "description": "Version number of the service"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "version"
+                ],
+                "title": "VersionInfo",
+                "description": "Version information for the service."
+            },
+            "AppendRowsRequest": {
+                "type": "object",
+                "properties": {
+                    "rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to append to the dataset."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "rows"
+                ],
+                "title": "AppendRowsRequest"
+            },
+            "PaginatedResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The list of items for the current page"
+                    },
+                    "has_more": {
+                        "type": "boolean",
+                        "description": "Whether there are more items available after this set"
+                    },
+                    "url": {
+                        "type": "string",
+                        "description": "The URL for accessing this list"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data",
+                    "has_more"
+                ],
+                "title": "PaginatedResponse",
+                "description": "A generic paginated response that follows a simple format."
+            },
+            "Dataset": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "dataset",
+                        "default": "dataset",
+                        "description": "Type of resource, always 'dataset' for datasets"
+                    },
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "post-training/messages",
+                            "eval/question-answer",
+                            "eval/messages-answer"
+                        ],
+                        "description": "Purpose of the dataset indicating its intended use"
+                    },
+                    "source": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/URIDataSource"
+                            },
+                            {
+                                "$ref": "#/components/schemas/RowsDataSource"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "uri": "#/components/schemas/URIDataSource",
+                                "rows": "#/components/schemas/RowsDataSource"
+                            }
+                        },
+                        "description": "Data source configuration for the dataset"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Additional metadata for the dataset"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "purpose",
+                    "source",
+                    "metadata"
+                ],
+                "title": "Dataset",
+                "description": "Dataset resource for storing and accessing training or evaluation data."
+            },
+            "RowsDataSource": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "rows",
+                        "default": "rows"
+                    },
+                    "rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The dataset is stored in rows. E.g. - [ {\"messages\": [{\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}]} ]"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "rows"
+                ],
+                "title": "RowsDataSource",
+                "description": "A dataset stored in rows."
+            },
+            "URIDataSource": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "uri",
+                        "default": "uri"
+                    },
+                    "uri": {
+                        "type": "string",
+                        "description": "The dataset can be obtained from a URI. E.g. - \"https://mywebsite.com/mydata.jsonl\" - \"lsfs://mydata.jsonl\" - \"data:csv;base64,{base64_content}\""
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "uri"
+                ],
+                "title": "URIDataSource",
+                "description": "A dataset that can be obtained from a URI."
+            },
+            "ListDatasetsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Dataset"
+                        },
+                        "description": "List of datasets"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListDatasetsResponse",
+                "description": "Response from listing datasets."
+            },
+            "DataSource": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/URIDataSource"
+                    },
+                    {
+                        "$ref": "#/components/schemas/RowsDataSource"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "uri": "#/components/schemas/URIDataSource",
+                        "rows": "#/components/schemas/RowsDataSource"
+                    }
+                }
+            },
+            "RegisterDatasetRequest": {
+                "type": "object",
+                "properties": {
+                    "purpose": {
+                        "type": "string",
+                        "enum": [
+                            "post-training/messages",
+                            "eval/question-answer",
+                            "eval/messages-answer"
+                        ],
+                        "description": "The purpose of the dataset. One of: - \"post-training/messages\": The dataset contains a messages column with list of messages for post-training. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } - \"eval/question-answer\": The dataset contains a question column and an answer column for evaluation. { \"question\": \"What is the capital of France?\", \"answer\": \"Paris\" } - \"eval/messages-answer\": The dataset contains a messages column with list of messages and an answer column for evaluation. { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, my name is John Doe.\"}, {\"role\": \"assistant\", \"content\": \"Hello, John Doe. How can I help you today?\"}, {\"role\": \"user\", \"content\": \"What's my name?\"}, ], \"answer\": \"John Doe\" }"
+                    },
+                    "source": {
+                        "$ref": "#/components/schemas/DataSource",
+                        "description": "The data source of the dataset. Ensure that the data source schema is compatible with the purpose of the dataset. Examples: - { \"type\": \"uri\", \"uri\": \"https://mywebsite.com/mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"lsfs://mydata.jsonl\" } - { \"type\": \"uri\", \"uri\": \"data:csv;base64,{base64_content}\" } - { \"type\": \"uri\", \"uri\": \"huggingface://llamastack/simpleqa?split=train\" } - { \"type\": \"rows\", \"rows\": [ { \"messages\": [ {\"role\": \"user\", \"content\": \"Hello, world!\"}, {\"role\": \"assistant\", \"content\": \"Hello, world!\"}, ] } ] }"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The metadata for the dataset. - E.g. {\"description\": \"My dataset\"}."
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset. If not provided, an ID will be generated."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "purpose",
+                    "source"
+                ],
+                "title": "RegisterDatasetRequest"
+            },
+            "AgentConfig": {
+                "type": "object",
+                "properties": {
+                    "sampling_params": {
+                        "$ref": "#/components/schemas/SamplingParams"
+                    },
+                    "input_shields": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        }
+                    },
+                    "output_shields": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        }
+                    },
+                    "toolgroups": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AgentTool"
+                        }
+                    },
+                    "client_tools": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolDef"
+                        }
+                    },
+                    "tool_choice": {
+                        "type": "string",
+                        "enum": [
+                            "auto",
+                            "required",
+                            "none"
+                        ],
+                        "title": "ToolChoice",
+                        "description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model.",
+                        "deprecated": true
+                    },
+                    "tool_prompt_format": {
+                        "type": "string",
+                        "enum": [
+                            "json",
+                            "function_tag",
+                            "python_list"
+                        ],
+                        "title": "ToolPromptFormat",
+                        "description": "Prompt format for calling custom / zero shot tools.",
+                        "deprecated": true
+                    },
+                    "tool_config": {
+                        "$ref": "#/components/schemas/ToolConfig"
+                    },
+                    "max_infer_iters": {
+                        "type": "integer",
+                        "default": 10
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model identifier to use for the agent"
+                    },
+                    "instructions": {
+                        "type": "string",
+                        "description": "The system instructions for the agent"
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "Optional name for the agent, used in telemetry and identification"
+                    },
+                    "enable_session_persistence": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "Optional flag indicating whether session data has to be persisted"
+                    },
+                    "response_format": {
+                        "$ref": "#/components/schemas/ResponseFormat",
+                        "description": "Optional response format configuration"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "instructions"
+                ],
+                "title": "AgentConfig",
+                "description": "Configuration for an agent."
+            },
+            "AgentTool": {
+                "oneOf": [
+                    {
+                        "type": "string"
+                    },
+                    {
+                        "type": "object",
+                        "properties": {
+                            "name": {
+                                "type": "string"
+                            },
+                            "args": {
+                                "type": "object",
+                                "additionalProperties": {
+                                    "oneOf": [
+                                        {
+                                            "type": "null"
+                                        },
+                                        {
+                                            "type": "boolean"
+                                        },
+                                        {
+                                            "type": "number"
+                                        },
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "type": "array"
+                                        },
+                                        {
+                                            "type": "object"
+                                        }
+                                    ]
+                                }
+                            }
+                        },
+                        "additionalProperties": false,
+                        "required": [
+                            "name",
+                            "args"
+                        ],
+                        "title": "AgentToolGroupWithArgs"
+                    }
+                ]
+            },
+            "GrammarResponseFormat": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "json_schema",
+                            "grammar"
+                        ],
+                        "description": "Must be \"grammar\" to identify this format type",
+                        "const": "grammar",
+                        "default": "grammar"
+                    },
+                    "bnf": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The BNF grammar specification the response should conform to"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "bnf"
+                ],
+                "title": "GrammarResponseFormat",
+                "description": "Configuration for grammar-guided response generation."
+            },
+            "GreedySamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "greedy",
+                        "default": "greedy",
+                        "description": "Must be \"greedy\" to identify this sampling strategy"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "GreedySamplingStrategy",
+                "description": "Greedy sampling strategy that selects the highest probability token at each step."
+            },
+            "JsonSchemaResponseFormat": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "json_schema",
+                            "grammar"
+                        ],
+                        "description": "Must be \"json_schema\" to identify this format type",
+                        "const": "json_schema",
+                        "default": "json_schema"
+                    },
+                    "json_schema": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The JSON schema the response should conform to. In a Python SDK, this is often a `pydantic` model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "json_schema"
+                ],
+                "title": "JsonSchemaResponseFormat",
+                "description": "Configuration for JSON schema-guided response generation."
+            },
+            "ResponseFormat": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/JsonSchemaResponseFormat"
+                    },
+                    {
+                        "$ref": "#/components/schemas/GrammarResponseFormat"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "json_schema": "#/components/schemas/JsonSchemaResponseFormat",
+                        "grammar": "#/components/schemas/GrammarResponseFormat"
+                    }
+                }
+            },
+            "SamplingParams": {
+                "type": "object",
+                "properties": {
+                    "strategy": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/GreedySamplingStrategy"
+                            },
+                            {
+                                "$ref": "#/components/schemas/TopPSamplingStrategy"
+                            },
+                            {
+                                "$ref": "#/components/schemas/TopKSamplingStrategy"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "greedy": "#/components/schemas/GreedySamplingStrategy",
+                                "top_p": "#/components/schemas/TopPSamplingStrategy",
+                                "top_k": "#/components/schemas/TopKSamplingStrategy"
+                            }
+                        },
+                        "description": "The sampling strategy."
+                    },
+                    "max_tokens": {
+                        "type": "integer",
+                        "description": "The maximum number of tokens that can be generated in the completion. The token count of your prompt plus max_tokens cannot exceed the model's context length."
+                    },
+                    "repetition_penalty": {
+                        "type": "number",
+                        "default": 1.0,
+                        "description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics."
+                    },
+                    "stop": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "strategy"
+                ],
+                "title": "SamplingParams",
+                "description": "Sampling parameters."
+            },
+            "ToolConfig": {
+                "type": "object",
+                "properties": {
+                    "tool_choice": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "auto",
+                                    "required",
+                                    "none"
+                                ],
+                                "title": "ToolChoice",
+                                "description": "Whether tool use is required or automatic. This is a hint to the model which may not be followed. It depends on the Instruction Following capabilities of the model."
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "default": "auto",
+                        "description": "(Optional) Whether tool use is automatic, required, or none. Can also specify a tool name to use a specific tool. Defaults to ToolChoice.auto."
+                    },
+                    "tool_prompt_format": {
+                        "type": "string",
+                        "enum": [
+                            "json",
+                            "function_tag",
+                            "python_list"
+                        ],
+                        "description": "(Optional) Instructs the model how to format tool calls. By default, Llama Stack will attempt to use a format that is best adapted to the model. - `ToolPromptFormat.json`: The tool calls are formatted as a JSON object. - `ToolPromptFormat.function_tag`: The tool calls are enclosed in a <function=function_name> tag. - `ToolPromptFormat.python_list`: The tool calls are output as Python syntax -- a list of function calls."
+                    },
+                    "system_message_behavior": {
+                        "type": "string",
+                        "enum": [
+                            "append",
+                            "replace"
+                        ],
+                        "description": "(Optional) Config for how to override the default system prompt. - `SystemMessageBehavior.append`: Appends the provided system message to the default system prompt. - `SystemMessageBehavior.replace`: Replaces the default system prompt with the provided system message. The system message can include the string '{{function_definitions}}' to indicate where the function definitions should be inserted.",
+                        "default": "append"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "ToolConfig",
+                "description": "Configuration for tool use."
+            },
+            "TopKSamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "top_k",
+                        "default": "top_k",
+                        "description": "Must be \"top_k\" to identify this sampling strategy"
+                    },
+                    "top_k": {
+                        "type": "integer",
+                        "description": "Number of top tokens to consider for sampling. Must be at least 1"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "top_k"
+                ],
+                "title": "TopKSamplingStrategy",
+                "description": "Top-k sampling strategy that restricts sampling to the k most likely tokens."
+            },
+            "TopPSamplingStrategy": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "top_p",
+                        "default": "top_p",
+                        "description": "Must be \"top_p\" to identify this sampling strategy"
+                    },
+                    "temperature": {
+                        "type": "number",
+                        "description": "Controls randomness in sampling. Higher values increase randomness"
+                    },
+                    "top_p": {
+                        "type": "number",
+                        "default": 0.95,
+                        "description": "Cumulative probability threshold for nucleus sampling. Defaults to 0.95"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type"
+                ],
+                "title": "TopPSamplingStrategy",
+                "description": "Top-p (nucleus) sampling strategy that samples from the smallest set of tokens with cumulative probability >= p."
+            },
+            "CreateAgentRequest": {
+                "type": "object",
+                "properties": {
+                    "agent_config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "The configuration for the agent."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_config"
+                ],
+                "title": "CreateAgentRequest"
+            },
+            "AgentCreateResponse": {
+                "type": "object",
+                "properties": {
+                    "agent_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the created agent"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_id"
+                ],
+                "title": "AgentCreateResponse",
+                "description": "Response returned when creating a new agent."
+            },
+            "Agent": {
+                "type": "object",
+                "properties": {
+                    "agent_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the agent"
+                    },
+                    "agent_config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "Configuration settings for the agent"
+                    },
+                    "created_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the agent was created"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "agent_id",
+                    "agent_config",
+                    "created_at"
+                ],
+                "title": "Agent",
+                "description": "An agent instance with configuration and metadata."
+            },
+            "CreateAgentSessionRequest": {
+                "type": "object",
+                "properties": {
+                    "session_name": {
+                        "type": "string",
+                        "description": "The name of the session to create."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_name"
+                ],
+                "title": "CreateAgentSessionRequest"
+            },
+            "AgentSessionCreateResponse": {
+                "type": "object",
+                "properties": {
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the created session"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_id"
+                ],
+                "title": "AgentSessionCreateResponse",
+                "description": "Response returned when creating a new agent session."
+            },
+            "InferenceStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "inference",
+                        "default": "inference"
+                    },
+                    "model_response": {
+                        "$ref": "#/components/schemas/CompletionMessage",
+                        "description": "The response from the LLM."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "model_response"
+                ],
+                "title": "InferenceStep",
+                "description": "An inference step in an agent turn."
+            },
+            "MemoryRetrievalStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "memory_retrieval",
+                        "default": "memory_retrieval"
+                    },
+                    "vector_store_ids": {
+                        "type": "string",
+                        "description": "The IDs of the vector databases to retrieve context from."
+                    },
+                    "inserted_context": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The context retrieved from the vector databases."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "vector_store_ids",
+                    "inserted_context"
+                ],
+                "title": "MemoryRetrievalStep",
+                "description": "A memory retrieval step in an agent turn."
+            },
+            "Session": {
+                "type": "object",
+                "properties": {
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the conversation session"
+                    },
+                    "session_name": {
+                        "type": "string",
+                        "description": "Human-readable name for the session"
+                    },
+                    "turns": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Turn"
+                        },
+                        "description": "List of all turns that have occurred in this session"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the session was created"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "session_id",
+                    "session_name",
+                    "turns",
+                    "started_at"
+                ],
+                "title": "Session",
+                "description": "A single session of an interaction with an Agentic System."
+            },
+            "ShieldCallStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "shield_call",
+                        "default": "shield_call"
+                    },
+                    "violation": {
+                        "$ref": "#/components/schemas/SafetyViolation",
+                        "description": "The violation from the shield call."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type"
+                ],
+                "title": "ShieldCallStep",
+                "description": "A shield call step in an agent turn."
+            },
+            "ToolExecutionStep": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "The ID of the turn."
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "The ID of the step."
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step started."
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "The time the step completed."
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "title": "StepType",
+                        "description": "Type of the step in an agent turn.",
+                        "const": "tool_execution",
+                        "default": "tool_execution"
+                    },
+                    "tool_calls": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolCall"
+                        },
+                        "description": "The tool calls to execute."
+                    },
+                    "tool_responses": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolResponse"
+                        },
+                        "description": "The tool responses from the tool calls."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "step_id",
+                    "step_type",
+                    "tool_calls",
+                    "tool_responses"
+                ],
+                "title": "ToolExecutionStep",
+                "description": "A tool execution step in an agent turn."
+            },
+            "ToolResponse": {
+                "type": "object",
+                "properties": {
+                    "call_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the tool call this response is for"
+                    },
+                    "tool_name": {
+                        "oneOf": [
+                            {
+                                "type": "string",
+                                "enum": [
+                                    "brave_search",
+                                    "wolfram_alpha",
+                                    "photogen",
+                                    "code_interpreter"
+                                ],
+                                "title": "BuiltinTool"
+                            },
+                            {
+                                "type": "string"
+                            }
+                        ],
+                        "description": "Name of the tool that was invoked"
+                    },
+                    "content": {
+                        "$ref": "#/components/schemas/InterleavedContent",
+                        "description": "The response content from the tool"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata about the tool response"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "call_id",
+                    "tool_name",
+                    "content"
+                ],
+                "title": "ToolResponse",
+                "description": "Response from a tool invocation."
+            },
+            "Turn": {
+                "type": "object",
+                "properties": {
+                    "turn_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the turn within a session"
+                    },
+                    "session_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the conversation session"
+                    },
+                    "input_messages": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/UserMessage"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolResponseMessage"
+                                }
+                            ]
+                        },
+                        "description": "List of messages that initiated this turn"
+                    },
+                    "steps": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/InferenceStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolExecutionStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ShieldCallStep"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/MemoryRetrievalStep"
+                                }
+                            ],
+                            "discriminator": {
+                                "propertyName": "step_type",
+                                "mapping": {
+                                    "inference": "#/components/schemas/InferenceStep",
+                                    "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                    "shield_call": "#/components/schemas/ShieldCallStep",
+                                    "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                                }
+                            }
+                        },
+                        "description": "Ordered list of processing steps executed during this turn"
+                    },
+                    "output_message": {
+                        "$ref": "#/components/schemas/CompletionMessage",
+                        "description": "The model's generated response containing content and metadata"
+                    },
+                    "output_attachments": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "content": {
+                                    "oneOf": [
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/InterleavedContentItem"
+                                        },
+                                        {
+                                            "type": "array",
+                                            "items": {
+                                                "$ref": "#/components/schemas/InterleavedContentItem"
+                                            }
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/URL"
+                                        }
+                                    ],
+                                    "description": "The content of the attachment."
+                                },
+                                "mime_type": {
+                                    "type": "string",
+                                    "description": "The MIME type of the attachment."
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "content",
+                                "mime_type"
+                            ],
+                            "title": "Attachment",
+                            "description": "An attachment to an agent turn."
+                        },
+                        "description": "(Optional) Files or media attached to the agent's response"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the turn began"
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the turn finished, if completed"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "turn_id",
+                    "session_id",
+                    "input_messages",
+                    "steps",
+                    "output_message",
+                    "started_at"
+                ],
+                "title": "Turn",
+                "description": "A single turn in an interaction with an Agentic System."
+            },
+            "CreateAgentTurnRequest": {
+                "type": "object",
+                "properties": {
+                    "messages": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "$ref": "#/components/schemas/UserMessage"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/ToolResponseMessage"
+                                }
+                            ]
+                        },
+                        "description": "List of messages to start the turn with."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "(Optional) If True, generate an SSE event stream of the response. Defaults to False."
+                    },
+                    "documents": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "content": {
+                                    "oneOf": [
+                                        {
+                                            "type": "string"
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/InterleavedContentItem"
+                                        },
+                                        {
+                                            "type": "array",
+                                            "items": {
+                                                "$ref": "#/components/schemas/InterleavedContentItem"
+                                            }
+                                        },
+                                        {
+                                            "$ref": "#/components/schemas/URL"
+                                        }
+                                    ],
+                                    "description": "The content of the document."
+                                },
+                                "mime_type": {
+                                    "type": "string",
+                                    "description": "The MIME type of the document."
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "content",
+                                "mime_type"
+                            ],
+                            "title": "Document",
+                            "description": "A document to be used by an agent."
+                        },
+                        "description": "(Optional) List of documents to create the turn with."
+                    },
+                    "toolgroups": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/AgentTool"
+                        },
+                        "description": "(Optional) List of toolgroups to create the turn with, will be used in addition to the agent's config toolgroups for the request."
+                    },
+                    "tool_config": {
+                        "$ref": "#/components/schemas/ToolConfig",
+                        "description": "(Optional) The tool configuration to create the turn with, will be used to override the agent's tool_config."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "messages"
+                ],
+                "title": "CreateAgentTurnRequest"
+            },
+            "AgentTurnResponseEvent": {
+                "type": "object",
+                "properties": {
+                    "payload": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepStartPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepProgressPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseStepCompletePayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnStartPayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnCompletePayload"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "event_type",
+                            "mapping": {
+                                "step_start": "#/components/schemas/AgentTurnResponseStepStartPayload",
+                                "step_progress": "#/components/schemas/AgentTurnResponseStepProgressPayload",
+                                "step_complete": "#/components/schemas/AgentTurnResponseStepCompletePayload",
+                                "turn_start": "#/components/schemas/AgentTurnResponseTurnStartPayload",
+                                "turn_complete": "#/components/schemas/AgentTurnResponseTurnCompletePayload",
+                                "turn_awaiting_input": "#/components/schemas/AgentTurnResponseTurnAwaitingInputPayload"
+                            }
+                        },
+                        "description": "Event-specific payload containing event data"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "payload"
+                ],
+                "title": "AgentTurnResponseEvent",
+                "description": "An event in an agent turn response stream."
+            },
+            "AgentTurnResponseStepCompletePayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_complete",
+                        "default": "step_complete",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "step_details": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/InferenceStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolExecutionStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ShieldCallStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "step_type",
+                            "mapping": {
+                                "inference": "#/components/schemas/InferenceStep",
+                                "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                "shield_call": "#/components/schemas/ShieldCallStep",
+                                "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        },
+                        "description": "Complete details of the executed step"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id",
+                    "step_details"
+                ],
+                "title": "AgentTurnResponseStepCompletePayload",
+                "description": "Payload for step completion events in agent turn responses."
+            },
+            "AgentTurnResponseStepProgressPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_progress",
+                        "default": "step_progress",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "delta": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/TextDelta"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ImageDelta"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolCallDelta"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "text": "#/components/schemas/TextDelta",
+                                "image": "#/components/schemas/ImageDelta",
+                                "tool_call": "#/components/schemas/ToolCallDelta"
+                            }
+                        },
+                        "description": "Incremental content changes during step execution"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id",
+                    "delta"
+                ],
+                "title": "AgentTurnResponseStepProgressPayload",
+                "description": "Payload for step progress events in agent turn responses."
+            },
+            "AgentTurnResponseStepStartPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "step_start",
+                        "default": "step_start",
+                        "description": "Type of event being reported"
+                    },
+                    "step_type": {
+                        "type": "string",
+                        "enum": [
+                            "inference",
+                            "tool_execution",
+                            "shield_call",
+                            "memory_retrieval"
+                        ],
+                        "description": "Type of step being executed"
+                    },
+                    "step_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the step within a turn"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Additional metadata for the step"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "step_type",
+                    "step_id"
+                ],
+                "title": "AgentTurnResponseStepStartPayload",
+                "description": "Payload for step start events in agent turn responses."
+            },
+            "AgentTurnResponseStreamChunk": {
+                "type": "object",
+                "properties": {
+                    "event": {
+                        "$ref": "#/components/schemas/AgentTurnResponseEvent",
+                        "description": "Individual event in the agent turn response stream"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event"
+                ],
+                "title": "AgentTurnResponseStreamChunk",
+                "description": "Streamed agent turn completion response."
+            },
+            "AgentTurnResponseTurnAwaitingInputPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_awaiting_input",
+                        "default": "turn_awaiting_input",
+                        "description": "Type of event being reported"
+                    },
+                    "turn": {
+                        "$ref": "#/components/schemas/Turn",
+                        "description": "Turn data when waiting for external tool responses"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn"
+                ],
+                "title": "AgentTurnResponseTurnAwaitingInputPayload",
+                "description": "Payload for turn awaiting input events in agent turn responses."
+            },
+            "AgentTurnResponseTurnCompletePayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_complete",
+                        "default": "turn_complete",
+                        "description": "Type of event being reported"
+                    },
+                    "turn": {
+                        "$ref": "#/components/schemas/Turn",
+                        "description": "Complete turn data including all steps and results"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn"
+                ],
+                "title": "AgentTurnResponseTurnCompletePayload",
+                "description": "Payload for turn completion events in agent turn responses."
+            },
+            "AgentTurnResponseTurnStartPayload": {
+                "type": "object",
+                "properties": {
+                    "event_type": {
+                        "type": "string",
+                        "enum": [
+                            "step_start",
+                            "step_complete",
+                            "step_progress",
+                            "turn_start",
+                            "turn_complete",
+                            "turn_awaiting_input"
+                        ],
+                        "const": "turn_start",
+                        "default": "turn_start",
+                        "description": "Type of event being reported"
+                    },
+                    "turn_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the turn within a session"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "event_type",
+                    "turn_id"
+                ],
+                "title": "AgentTurnResponseTurnStartPayload",
+                "description": "Payload for turn start events in agent turn responses."
+            },
+            "ImageDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "image",
+                        "default": "image",
+                        "description": "Discriminator type of the delta. Always \"image\""
+                    },
+                    "image": {
+                        "type": "string",
+                        "contentEncoding": "base64",
+                        "description": "The incremental image data as bytes"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "image"
+                ],
+                "title": "ImageDelta",
+                "description": "An image content delta for streaming responses."
+            },
+            "TextDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "text",
+                        "default": "text",
+                        "description": "Discriminator type of the delta. Always \"text\""
+                    },
+                    "text": {
+                        "type": "string",
+                        "description": "The incremental text content"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "text"
+                ],
+                "title": "TextDelta",
+                "description": "A text content delta for streaming responses."
+            },
+            "ToolCallDelta": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "tool_call",
+                        "default": "tool_call",
+                        "description": "Discriminator type of the delta. Always \"tool_call\""
+                    },
+                    "tool_call": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolCall"
+                            }
+                        ],
+                        "description": "Either an in-progress tool call string or the final parsed tool call"
+                    },
+                    "parse_status": {
+                        "type": "string",
+                        "enum": [
+                            "started",
+                            "in_progress",
+                            "failed",
+                            "succeeded"
+                        ],
+                        "description": "Current parsing status of the tool call"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "tool_call",
+                    "parse_status"
+                ],
+                "title": "ToolCallDelta",
+                "description": "A tool call content delta for streaming responses."
+            },
+            "ResumeAgentTurnRequest": {
+                "type": "object",
+                "properties": {
+                    "tool_responses": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/ToolResponse"
+                        },
+                        "description": "The tool call responses to resume the turn with."
+                    },
+                    "stream": {
+                        "type": "boolean",
+                        "description": "Whether to stream the response."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "tool_responses"
+                ],
+                "title": "ResumeAgentTurnRequest"
+            },
+            "AgentStepResponse": {
+                "type": "object",
+                "properties": {
+                    "step": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/InferenceStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ToolExecutionStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/ShieldCallStep"
+                            },
+                            {
+                                "$ref": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "step_type",
+                            "mapping": {
+                                "inference": "#/components/schemas/InferenceStep",
+                                "tool_execution": "#/components/schemas/ToolExecutionStep",
+                                "shield_call": "#/components/schemas/ShieldCallStep",
+                                "memory_retrieval": "#/components/schemas/MemoryRetrievalStep"
+                            }
+                        },
+                        "description": "The complete step data and execution details"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "step"
+                ],
+                "title": "AgentStepResponse",
+                "description": "Response containing details of a specific agent step."
+            },
+            "Benchmark": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string"
+                    },
+                    "provider_resource_id": {
+                        "type": "string"
+                    },
+                    "provider_id": {
+                        "type": "string"
+                    },
+                    "type": {
+                        "type": "string",
+                        "enum": [
+                            "model",
+                            "shield",
+                            "vector_store",
+                            "dataset",
+                            "scoring_function",
+                            "benchmark",
+                            "tool",
+                            "tool_group",
+                            "prompt"
+                        ],
+                        "const": "benchmark",
+                        "default": "benchmark",
+                        "description": "The resource type, always benchmark"
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "Identifier of the dataset to use for the benchmark evaluation"
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of scoring function identifiers to apply during evaluation"
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "Metadata for this evaluation task"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "provider_id",
+                    "type",
+                    "dataset_id",
+                    "scoring_functions",
+                    "metadata"
+                ],
+                "title": "Benchmark",
+                "description": "A benchmark resource for evaluating model performance."
+            },
+            "ListBenchmarksResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Benchmark"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListBenchmarksResponse"
+            },
+            "RegisterBenchmarkRequest": {
+                "type": "object",
+                "properties": {
+                    "benchmark_id": {
+                        "type": "string",
+                        "description": "The ID of the benchmark to register."
+                    },
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "The ID of the dataset to use for the benchmark."
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "The scoring functions to use for the benchmark."
+                    },
+                    "provider_benchmark_id": {
+                        "type": "string",
+                        "description": "The ID of the provider benchmark to use for the benchmark."
+                    },
+                    "provider_id": {
+                        "type": "string",
+                        "description": "The ID of the provider to use for the benchmark."
+                    },
+                    "metadata": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The metadata to use for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "benchmark_id",
+                    "dataset_id",
+                    "scoring_functions"
+                ],
+                "title": "RegisterBenchmarkRequest"
+            },
+            "AgentCandidate": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "agent",
+                        "default": "agent"
+                    },
+                    "config": {
+                        "$ref": "#/components/schemas/AgentConfig",
+                        "description": "The configuration for the agent candidate."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "config"
+                ],
+                "title": "AgentCandidate",
+                "description": "An agent candidate for evaluation."
+            },
+            "BenchmarkConfig": {
+                "type": "object",
+                "properties": {
+                    "eval_candidate": {
+                        "oneOf": [
+                            {
+                                "$ref": "#/components/schemas/ModelCandidate"
+                            },
+                            {
+                                "$ref": "#/components/schemas/AgentCandidate"
+                            }
+                        ],
+                        "discriminator": {
+                            "propertyName": "type",
+                            "mapping": {
+                                "model": "#/components/schemas/ModelCandidate",
+                                "agent": "#/components/schemas/AgentCandidate"
+                            }
+                        },
+                        "description": "The candidate to evaluate."
+                    },
+                    "scoring_params": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringFnParams"
+                        },
+                        "description": "Map between scoring function id and parameters for each scoring function you want to run"
+                    },
+                    "num_examples": {
+                        "type": "integer",
+                        "description": "(Optional) The number of examples to evaluate. If not provided, all examples in the dataset will be evaluated"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "eval_candidate",
+                    "scoring_params"
+                ],
+                "title": "BenchmarkConfig",
+                "description": "A benchmark configuration for evaluation."
+            },
+            "ModelCandidate": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "model",
+                        "default": "model"
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model ID to evaluate."
+                    },
+                    "sampling_params": {
+                        "$ref": "#/components/schemas/SamplingParams",
+                        "description": "The sampling parameters for the model."
+                    },
+                    "system_message": {
+                        "$ref": "#/components/schemas/SystemMessage",
+                        "description": "(Optional) The system message providing instructions or context to the model."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "model",
+                    "sampling_params"
+                ],
+                "title": "ModelCandidate",
+                "description": "A model candidate for evaluation."
+            },
+            "EvaluateRowsRequest": {
+                "type": "object",
+                "properties": {
+                    "input_rows": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The rows to evaluate."
+                    },
+                    "scoring_functions": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "The scoring functions to use for the evaluation."
+                    },
+                    "benchmark_config": {
+                        "$ref": "#/components/schemas/BenchmarkConfig",
+                        "description": "The configuration for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "input_rows",
+                    "scoring_functions",
+                    "benchmark_config"
+                ],
+                "title": "EvaluateRowsRequest"
+            },
+            "EvaluateResponse": {
+                "type": "object",
+                "properties": {
+                    "generations": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "additionalProperties": {
+                                "oneOf": [
+                                    {
+                                        "type": "null"
+                                    },
+                                    {
+                                        "type": "boolean"
+                                    },
+                                    {
+                                        "type": "number"
+                                    },
+                                    {
+                                        "type": "string"
+                                    },
+                                    {
+                                        "type": "array"
+                                    },
+                                    {
+                                        "type": "object"
+                                    }
+                                ]
+                            }
+                        },
+                        "description": "The generations from the evaluation."
+                    },
+                    "scores": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "$ref": "#/components/schemas/ScoringResult"
+                        },
+                        "description": "The scores from the evaluation."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "generations",
+                    "scores"
+                ],
+                "title": "EvaluateResponse",
+                "description": "The response from an evaluation."
+            },
+            "RunEvalRequest": {
+                "type": "object",
+                "properties": {
+                    "benchmark_config": {
+                        "$ref": "#/components/schemas/BenchmarkConfig",
+                        "description": "The configuration for the benchmark."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "benchmark_config"
+                ],
+                "title": "RunEvalRequest"
+            },
+            "Job": {
+                "type": "object",
+                "properties": {
+                    "job_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the job"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "completed",
+                            "in_progress",
+                            "failed",
+                            "scheduled",
+                            "cancelled"
+                        ],
+                        "description": "Current execution status of the job"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_id",
+                    "status"
+                ],
+                "title": "Job",
+                "description": "A job execution instance with status tracking."
+            },
+            "RerankRequest": {
+                "type": "object",
+                "properties": {
+                    "model": {
+                        "type": "string",
+                        "description": "The identifier of the reranking model to use."
+                    },
+                    "query": {
+                        "oneOf": [
+                            {
+                                "type": "string"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                            },
+                            {
+                                "$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
+                            }
+                        ],
+                        "description": "The search query to rank items against. Can be a string, text content part, or image content part. The input must not exceed the model's max input token length."
+                    },
+                    "items": {
+                        "type": "array",
+                        "items": {
+                            "oneOf": [
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartTextParam"
+                                },
+                                {
+                                    "$ref": "#/components/schemas/OpenAIChatCompletionContentPartImageParam"
+                                }
+                            ]
+                        },
+                        "description": "List of items to rerank. Each item can be a string, text content part, or image content part. Each input must not exceed the model's max input token length."
+                    },
+                    "max_num_results": {
+                        "type": "integer",
+                        "description": "(Optional) Maximum number of results to return. Default: returns all."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "model",
+                    "query",
+                    "items"
+                ],
+                "title": "RerankRequest"
+            },
+            "RerankData": {
+                "type": "object",
+                "properties": {
+                    "index": {
+                        "type": "integer",
+                        "description": "The original index of the document in the input list"
+                    },
+                    "relevance_score": {
+                        "type": "number",
+                        "description": "The relevance score from the model output. Values are inverted when applicable so that higher scores indicate greater relevance."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "index",
+                    "relevance_score"
+                ],
+                "title": "RerankData",
+                "description": "A single rerank result from a reranking response."
+            },
+            "RerankResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/RerankData"
+                        },
+                        "description": "List of rerank result objects, sorted by relevance score (descending)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "RerankResponse",
+                "description": "Response from a reranking request."
+            },
+            "Checkpoint": {
+                "type": "object",
+                "properties": {
+                    "identifier": {
+                        "type": "string",
+                        "description": "Unique identifier for the checkpoint"
+                    },
+                    "created_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "Timestamp when the checkpoint was created"
+                    },
+                    "epoch": {
+                        "type": "integer",
+                        "description": "Training epoch when the checkpoint was saved"
+                    },
+                    "post_training_job_id": {
+                        "type": "string",
+                        "description": "Identifier of the training job that created this checkpoint"
+                    },
+                    "path": {
+                        "type": "string",
+                        "description": "File system path where the checkpoint is stored"
+                    },
+                    "training_metrics": {
+                        "$ref": "#/components/schemas/PostTrainingMetric",
+                        "description": "(Optional) Training metrics associated with this checkpoint"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "identifier",
+                    "created_at",
+                    "epoch",
+                    "post_training_job_id",
+                    "path"
+                ],
+                "title": "Checkpoint",
+                "description": "Checkpoint created during training runs."
+            },
+            "PostTrainingJobArtifactsResponse": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "Unique identifier for the training job"
+                    },
+                    "checkpoints": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Checkpoint"
+                        },
+                        "description": "List of model checkpoints created during training"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "checkpoints"
+                ],
+                "title": "PostTrainingJobArtifactsResponse",
+                "description": "Artifacts of a finetuning job."
+            },
+            "PostTrainingMetric": {
+                "type": "object",
+                "properties": {
+                    "epoch": {
+                        "type": "integer",
+                        "description": "Training epoch number"
+                    },
+                    "train_loss": {
+                        "type": "number",
+                        "description": "Loss value on the training dataset"
+                    },
+                    "validation_loss": {
+                        "type": "number",
+                        "description": "Loss value on the validation dataset"
+                    },
+                    "perplexity": {
+                        "type": "number",
+                        "description": "Perplexity metric indicating model confidence"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "epoch",
+                    "train_loss",
+                    "validation_loss",
+                    "perplexity"
+                ],
+                "title": "PostTrainingMetric",
+                "description": "Training metrics captured during post-training jobs."
+            },
+            "CancelTrainingJobRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to cancel."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid"
+                ],
+                "title": "CancelTrainingJobRequest"
+            },
+            "PostTrainingJobStatusResponse": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "Unique identifier for the training job"
+                    },
+                    "status": {
+                        "type": "string",
+                        "enum": [
+                            "completed",
+                            "in_progress",
+                            "failed",
+                            "scheduled",
+                            "cancelled"
+                        ],
+                        "description": "Current status of the training job"
+                    },
+                    "scheduled_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job was scheduled"
+                    },
+                    "started_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job execution began"
+                    },
+                    "completed_at": {
+                        "type": "string",
+                        "format": "date-time",
+                        "description": "(Optional) Timestamp when the job finished, if completed"
+                    },
+                    "resources_allocated": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "(Optional) Information about computational resources allocated to the job"
+                    },
+                    "checkpoints": {
+                        "type": "array",
+                        "items": {
+                            "$ref": "#/components/schemas/Checkpoint"
+                        },
+                        "description": "List of model checkpoints created during training"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "status",
+                    "checkpoints"
+                ],
+                "title": "PostTrainingJobStatusResponse",
+                "description": "Status of a finetuning job."
+            },
+            "ListPostTrainingJobsResponse": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "array",
+                        "items": {
+                            "type": "object",
+                            "properties": {
+                                "job_uuid": {
+                                    "type": "string"
+                                }
+                            },
+                            "additionalProperties": false,
+                            "required": [
+                                "job_uuid"
+                            ],
+                            "title": "PostTrainingJob"
+                        }
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "data"
+                ],
+                "title": "ListPostTrainingJobsResponse"
+            },
+            "DPOAlignmentConfig": {
+                "type": "object",
+                "properties": {
+                    "beta": {
+                        "type": "number",
+                        "description": "Temperature parameter for the DPO loss"
+                    },
+                    "loss_type": {
+                        "$ref": "#/components/schemas/DPOLossType",
+                        "default": "sigmoid",
+                        "description": "The type of loss function to use for DPO"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "beta",
+                    "loss_type"
+                ],
+                "title": "DPOAlignmentConfig",
+                "description": "Configuration for Direct Preference Optimization (DPO) alignment."
+            },
+            "DPOLossType": {
+                "type": "string",
+                "enum": [
+                    "sigmoid",
+                    "hinge",
+                    "ipo",
+                    "kto_pair"
+                ],
+                "title": "DPOLossType"
+            },
+            "DataConfig": {
+                "type": "object",
+                "properties": {
+                    "dataset_id": {
+                        "type": "string",
+                        "description": "Unique identifier for the training dataset"
+                    },
+                    "batch_size": {
+                        "type": "integer",
+                        "description": "Number of samples per training batch"
+                    },
+                    "shuffle": {
+                        "type": "boolean",
+                        "description": "Whether to shuffle the dataset during training"
+                    },
+                    "data_format": {
+                        "$ref": "#/components/schemas/DatasetFormat",
+                        "description": "Format of the dataset (instruct or dialog)"
+                    },
+                    "validation_dataset_id": {
+                        "type": "string",
+                        "description": "(Optional) Unique identifier for the validation dataset"
+                    },
+                    "packed": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to pack multiple samples into a single sequence for efficiency"
+                    },
+                    "train_on_input": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to compute loss on input tokens as well as output tokens"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "dataset_id",
+                    "batch_size",
+                    "shuffle",
+                    "data_format"
+                ],
+                "title": "DataConfig",
+                "description": "Configuration for training data and data loading."
+            },
+            "DatasetFormat": {
+                "type": "string",
+                "enum": [
+                    "instruct",
+                    "dialog"
+                ],
+                "title": "DatasetFormat",
+                "description": "Format of the training dataset."
+            },
+            "EfficiencyConfig": {
+                "type": "object",
+                "properties": {
+                    "enable_activation_checkpointing": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use activation checkpointing to reduce memory usage"
+                    },
+                    "enable_activation_offloading": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to offload activations to CPU to save GPU memory"
+                    },
+                    "memory_efficient_fsdp_wrap": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use memory-efficient FSDP wrapping"
+                    },
+                    "fsdp_cpu_offload": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to offload FSDP parameters to CPU"
+                    }
+                },
+                "additionalProperties": false,
+                "title": "EfficiencyConfig",
+                "description": "Configuration for memory and compute efficiency optimizations."
+            },
+            "OptimizerConfig": {
+                "type": "object",
+                "properties": {
+                    "optimizer_type": {
+                        "$ref": "#/components/schemas/OptimizerType",
+                        "description": "Type of optimizer to use (adam, adamw, or sgd)"
+                    },
+                    "lr": {
+                        "type": "number",
+                        "description": "Learning rate for the optimizer"
+                    },
+                    "weight_decay": {
+                        "type": "number",
+                        "description": "Weight decay coefficient for regularization"
+                    },
+                    "num_warmup_steps": {
+                        "type": "integer",
+                        "description": "Number of steps for learning rate warmup"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "optimizer_type",
+                    "lr",
+                    "weight_decay",
+                    "num_warmup_steps"
+                ],
+                "title": "OptimizerConfig",
+                "description": "Configuration parameters for the optimization algorithm."
+            },
+            "OptimizerType": {
+                "type": "string",
+                "enum": [
+                    "adam",
+                    "adamw",
+                    "sgd"
+                ],
+                "title": "OptimizerType",
+                "description": "Available optimizer algorithms for training."
+            },
+            "TrainingConfig": {
+                "type": "object",
+                "properties": {
+                    "n_epochs": {
+                        "type": "integer",
+                        "description": "Number of training epochs to run"
+                    },
+                    "max_steps_per_epoch": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "Maximum number of steps to run per epoch"
+                    },
+                    "gradient_accumulation_steps": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "Number of steps to accumulate gradients before updating"
+                    },
+                    "max_validation_steps": {
+                        "type": "integer",
+                        "default": 1,
+                        "description": "(Optional) Maximum number of validation steps per epoch"
+                    },
+                    "data_config": {
+                        "$ref": "#/components/schemas/DataConfig",
+                        "description": "(Optional) Configuration for data loading and formatting"
+                    },
+                    "optimizer_config": {
+                        "$ref": "#/components/schemas/OptimizerConfig",
+                        "description": "(Optional) Configuration for the optimization algorithm"
+                    },
+                    "efficiency_config": {
+                        "$ref": "#/components/schemas/EfficiencyConfig",
+                        "description": "(Optional) Configuration for memory and compute optimizations"
+                    },
+                    "dtype": {
+                        "type": "string",
+                        "default": "bf16",
+                        "description": "(Optional) Data type for model parameters (bf16, fp16, fp32)"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "n_epochs",
+                    "max_steps_per_epoch",
+                    "gradient_accumulation_steps"
+                ],
+                "title": "TrainingConfig",
+                "description": "Comprehensive configuration for the training process."
+            },
+            "PreferenceOptimizeRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to create."
+                    },
+                    "finetuned_model": {
+                        "type": "string",
+                        "description": "The model to fine-tune."
+                    },
+                    "algorithm_config": {
+                        "$ref": "#/components/schemas/DPOAlignmentConfig",
+                        "description": "The algorithm configuration."
+                    },
+                    "training_config": {
+                        "$ref": "#/components/schemas/TrainingConfig",
+                        "description": "The training configuration."
+                    },
+                    "hyperparam_search_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The hyperparam search configuration."
+                    },
+                    "logger_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The logger configuration."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "finetuned_model",
+                    "algorithm_config",
+                    "training_config",
+                    "hyperparam_search_config",
+                    "logger_config"
+                ],
+                "title": "PreferenceOptimizeRequest"
+            },
+            "PostTrainingJob": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid"
+                ],
+                "title": "PostTrainingJob"
+            },
+            "AlgorithmConfig": {
+                "oneOf": [
+                    {
+                        "$ref": "#/components/schemas/LoraFinetuningConfig"
+                    },
+                    {
+                        "$ref": "#/components/schemas/QATFinetuningConfig"
+                    }
+                ],
+                "discriminator": {
+                    "propertyName": "type",
+                    "mapping": {
+                        "LoRA": "#/components/schemas/LoraFinetuningConfig",
+                        "QAT": "#/components/schemas/QATFinetuningConfig"
+                    }
+                }
+            },
+            "LoraFinetuningConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "LoRA",
+                        "default": "LoRA",
+                        "description": "Algorithm type identifier, always \"LoRA\""
+                    },
+                    "lora_attn_modules": {
+                        "type": "array",
+                        "items": {
+                            "type": "string"
+                        },
+                        "description": "List of attention module names to apply LoRA to"
+                    },
+                    "apply_lora_to_mlp": {
+                        "type": "boolean",
+                        "description": "Whether to apply LoRA to MLP layers"
+                    },
+                    "apply_lora_to_output": {
+                        "type": "boolean",
+                        "description": "Whether to apply LoRA to output projection layers"
+                    },
+                    "rank": {
+                        "type": "integer",
+                        "description": "Rank of the LoRA adaptation (lower rank = fewer parameters)"
+                    },
+                    "alpha": {
+                        "type": "integer",
+                        "description": "LoRA scaling parameter that controls adaptation strength"
+                    },
+                    "use_dora": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to use DoRA (Weight-Decomposed Low-Rank Adaptation)"
+                    },
+                    "quantize_base": {
+                        "type": "boolean",
+                        "default": false,
+                        "description": "(Optional) Whether to quantize the base model weights"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "lora_attn_modules",
+                    "apply_lora_to_mlp",
+                    "apply_lora_to_output",
+                    "rank",
+                    "alpha"
+                ],
+                "title": "LoraFinetuningConfig",
+                "description": "Configuration for Low-Rank Adaptation (LoRA) fine-tuning."
+            },
+            "QATFinetuningConfig": {
+                "type": "object",
+                "properties": {
+                    "type": {
+                        "type": "string",
+                        "const": "QAT",
+                        "default": "QAT",
+                        "description": "Algorithm type identifier, always \"QAT\""
+                    },
+                    "quantizer_name": {
+                        "type": "string",
+                        "description": "Name of the quantization algorithm to use"
+                    },
+                    "group_size": {
+                        "type": "integer",
+                        "description": "Size of groups for grouped quantization"
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "type",
+                    "quantizer_name",
+                    "group_size"
+                ],
+                "title": "QATFinetuningConfig",
+                "description": "Configuration for Quantization-Aware Training (QAT) fine-tuning."
+            },
+            "SupervisedFineTuneRequest": {
+                "type": "object",
+                "properties": {
+                    "job_uuid": {
+                        "type": "string",
+                        "description": "The UUID of the job to create."
+                    },
+                    "training_config": {
+                        "$ref": "#/components/schemas/TrainingConfig",
+                        "description": "The training configuration."
+                    },
+                    "hyperparam_search_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The hyperparam search configuration."
+                    },
+                    "logger_config": {
+                        "type": "object",
+                        "additionalProperties": {
+                            "oneOf": [
+                                {
+                                    "type": "null"
+                                },
+                                {
+                                    "type": "boolean"
+                                },
+                                {
+                                    "type": "number"
+                                },
+                                {
+                                    "type": "string"
+                                },
+                                {
+                                    "type": "array"
+                                },
+                                {
+                                    "type": "object"
+                                }
+                            ]
+                        },
+                        "description": "The logger configuration."
+                    },
+                    "model": {
+                        "type": "string",
+                        "description": "The model to fine-tune."
+                    },
+                    "checkpoint_dir": {
+                        "type": "string",
+                        "description": "The directory to save checkpoint(s) to."
+                    },
+                    "algorithm_config": {
+                        "$ref": "#/components/schemas/AlgorithmConfig",
+                        "description": "The algorithm configuration."
+                    }
+                },
+                "additionalProperties": false,
+                "required": [
+                    "job_uuid",
+                    "training_config",
+                    "hyperparam_search_config",
+                    "logger_config"
+                ],
+                "title": "SupervisedFineTuneRequest"
+            }
+        },
+        "responses": {
+            "BadRequest400": {
+                "description": "The request was invalid or malformed",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 400,
+                            "title": "Bad Request",
+                            "detail": "The request was invalid or malformed"
+                        }
+                    }
+                }
+            },
+            "TooManyRequests429": {
+                "description": "The client has sent too many requests in a given amount of time",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 429,
+                            "title": "Too Many Requests",
+                            "detail": "You have exceeded the rate limit. Please try again later."
+                        }
+                    }
+                }
+            },
+            "InternalServerError500": {
+                "description": "The server encountered an unexpected error",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 500,
+                            "title": "Internal Server Error",
+                            "detail": "An unexpected error occurred. Our team has been notified."
+                        }
+                    }
+                }
+            },
+            "DefaultError": {
+                "description": "An unexpected error occurred",
+                "content": {
+                    "application/json": {
+                        "schema": {
+                            "$ref": "#/components/schemas/Error"
+                        },
+                        "example": {
+                            "status": 0,
+                            "title": "Error",
+                            "detail": "An unexpected error occurred"
+                        }
+                    }
+                }
+            }
+        }
+    },
+    "security": [
+        {
+            "Default": []
+        }
+    ],
+    "tags": [
+        {
+            "name": "Agents",
+            "description": "APIs for creating and interacting with agentic systems.",
+            "x-displayName": "Agents"
+        },
+        {
+            "name": "Batches",
+            "description": "The API is designed to allow use of openai client libraries for seamless integration.\n\nThis API provides the following extensions:\n - idempotent batch creation\n\nNote: This API is currently under active development and may undergo changes.",
+            "x-displayName": "The Batches API enables efficient processing of multiple requests in a single operation, particularly useful for processing large datasets, batch evaluation workflows, and cost-effective inference at scale."
+        },
+        {
+            "name": "Benchmarks",
+            "description": ""
+        },
+        {
+            "name": "Conversations",
+            "description": "Protocol for conversation management operations.",
+            "x-displayName": "Conversations"
+        },
+        {
+            "name": "DatasetIO",
+            "description": ""
+        },
+        {
+            "name": "Datasets",
+            "description": ""
+        },
+        {
+            "name": "Eval",
+            "description": "Llama Stack Evaluation API for running evaluations on model and agent candidates.",
+            "x-displayName": "Evaluations"
+        },
+        {
+            "name": "Files",
+            "description": "This API is used to upload documents that can be used with other Llama Stack APIs.",
+            "x-displayName": "Files"
+        },
+        {
+            "name": "Inference",
+            "description": "Llama Stack Inference API for generating completions, chat completions, and embeddings.\n\nThis API provides the raw interface to the underlying models. Three kinds of models are supported:\n- LLM models: these models generate \"raw\" and \"chat\" (conversational) completions.\n- Embedding models: these models generate embeddings to be used for semantic search.\n- Rerank models: these models reorder the documents based on their relevance to a query.",
+            "x-displayName": "Inference"
+        },
+        {
+            "name": "Inspect",
+            "description": "APIs for inspecting the Llama Stack service, including health status, available API routes with methods and implementing providers.",
+            "x-displayName": "Inspect"
+        },
+        {
+            "name": "Models",
+            "description": ""
+        },
+        {
+            "name": "PostTraining (Coming Soon)",
+            "description": ""
+        },
+        {
+            "name": "Prompts",
+            "description": "Protocol for prompt management operations.",
+            "x-displayName": "Prompts"
+        },
+        {
+            "name": "Providers",
+            "description": "Providers API for inspecting, listing, and modifying providers and their configurations.",
+            "x-displayName": "Providers"
+        },
+        {
+            "name": "Safety",
+            "description": "OpenAI-compatible Moderations API.",
+            "x-displayName": "Safety"
+        },
+        {
+            "name": "Scoring",
+            "description": ""
+        },
+        {
+            "name": "ScoringFunctions",
+            "description": ""
+        },
+        {
+            "name": "Shields",
+            "description": ""
+        },
+        {
+            "name": "SyntheticDataGeneration (Coming Soon)",
+            "description": ""
+        },
+        {
+            "name": "ToolGroups",
+            "description": ""
+        },
+        {
+            "name": "ToolRuntime",
+            "description": ""
+        },
+        {
+            "name": "VectorIO",
+            "description": ""
+        }
+    ],
+    "x-tagGroups": [
+        {
+            "name": "Operations",
+            "tags": [
+                "Agents",
+                "Batches",
+                "Benchmarks",
+                "Conversations",
+                "DatasetIO",
+                "Datasets",
+                "Eval",
+                "Files",
+                "Inference",
+                "Inspect",
+                "Models",
+                "PostTraining (Coming Soon)",
+                "Prompts",
+                "Providers",
+                "Safety",
+                "Scoring",
+                "ScoringFunctions",
+                "Shields",
+                "SyntheticDataGeneration (Coming Soon)",
+                "ToolGroups",
+                "ToolRuntime",
+                "VectorIO"
+            ]
+        }
+    ]
+};
+            const element = document.getElementById("openapi-container");
+            element.apiDescriptionDocument = spec;
+
+            if (spec.info && spec.info.title) {
+                document.title = spec.info.title;
+            }
+        });
+    </script>
+</body>
+
+</html>
diff --git a/docs/static/stainless-llama-stack-spec.yaml b/docs/static/stainless-llama-stack-spec.yaml
index 51607d92d..7c819a79e 100644
--- a/docs/static/stainless-llama-stack-spec.yaml
+++ b/docs/static/stainless-llama-stack-spec.yaml
@@ -6784,6 +6784,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -7171,6 +7203,38 @@ components:
             title: OpenAIResponseText
           - type: 'null'
           title: OpenAIResponseText
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         tools:
           anyOf:
           - items:
@@ -7330,6 +7394,38 @@ components:
               title: OpenAIResponseInputToolWebSearch | ... (4 variants)
             type: array
           - type: 'null'
+        tool_choice:
+          anyOf:
+          - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+            title: OpenAIResponseInputToolChoiceMode
+          - oneOf:
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+              title: OpenAIResponseInputToolChoiceAllowedTools
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+              title: OpenAIResponseInputToolChoiceFileSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+              title: OpenAIResponseInputToolChoiceWebSearch
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+              title: OpenAIResponseInputToolChoiceFunctionTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+              title: OpenAIResponseInputToolChoiceMCPTool
+            - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+              title: OpenAIResponseInputToolChoiceCustomTool
+            discriminator:
+              propertyName: type
+              mapping:
+                allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+                custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+                file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+                function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+                mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+                web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+                web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+          - type: 'null'
+          title: OpenAIResponseInputToolChoiceMode
         truncation:
           anyOf:
           - type: string
@@ -11803,6 +11899,112 @@ components:
       type: object
       title: OpenAIChatCompletionUsagePromptTokensDetails
       description: Token details for prompt tokens in OpenAI chat completion usage.
+    OpenAIResponseInputToolChoiceAllowedTools:
+      properties:
+        mode:
+          type: string
+          enum:
+          - auto
+          - required
+          title: Mode
+          default: auto
+        tools:
+          items:
+            additionalProperties:
+              type: string
+            type: object
+          type: array
+          title: Tools
+        type:
+          type: string
+          const: allowed_tools
+          title: Type
+          default: allowed_tools
+      type: object
+      required:
+      - tools
+      title: OpenAIResponseInputToolChoiceAllowedTools
+      description: Constrains the tools available to the model to a pre-defined set.
+    OpenAIResponseInputToolChoiceCustomTool:
+      properties:
+        type:
+          type: string
+          const: custom
+          title: Type
+          default: custom
+        name:
+          type: string
+          title: Name
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceCustomTool
+      description: Forces the model to call a custom tool.
+    OpenAIResponseInputToolChoiceFileSearch:
+      properties:
+        type:
+          type: string
+          const: file_search
+          title: Type
+          default: file_search
+      type: object
+      title: OpenAIResponseInputToolChoiceFileSearch
+      description: Indicates that the model should use file search to generate a response.
+    OpenAIResponseInputToolChoiceFunctionTool:
+      properties:
+        name:
+          type: string
+          title: Name
+        type:
+          type: string
+          const: function
+          title: Type
+          default: function
+      type: object
+      required:
+      - name
+      title: OpenAIResponseInputToolChoiceFunctionTool
+      description: Forces the model to call a specific function.
+    OpenAIResponseInputToolChoiceMCPTool:
+      properties:
+        server_label:
+          type: string
+          title: Server Label
+        type:
+          type: string
+          const: mcp
+          title: Type
+          default: mcp
+        name:
+          anyOf:
+          - type: string
+          - type: 'null'
+      type: object
+      required:
+      - server_label
+      title: OpenAIResponseInputToolChoiceMCPTool
+      description: Forces the model to call a specific tool on a remote MCP server
+    OpenAIResponseInputToolChoiceMode:
+      type: string
+      enum:
+      - auto
+      - required
+      - none
+      title: OpenAIResponseInputToolChoiceMode
+    OpenAIResponseInputToolChoiceWebSearch:
+      properties:
+        type:
+          title: Type
+          default: web_search
+          type: string
+          enum:
+          - web_search
+          - web_search_preview
+          - web_search_preview_2025_03_11
+          - web_search_2025_08_26
+      type: object
+      title: OpenAIResponseInputToolChoiceWebSearch
+      description: Indicates that the model should use web search to generate a response
     OpenAIResponseMessage-Input:
       properties:
         content:
@@ -12189,6 +12391,132 @@ components:
       - $ref: '#/components/schemas/GrammarResponseFormat'
         title: GrammarResponseFormat
       title: JsonSchemaResponseFormat | GrammarResponseFormat
+    AllowedToolsConfig:
+      properties:
+        tools:
+          items:
+            additionalProperties: true
+            type: object
+          title: Tools
+          type: array
+        mode:
+          enum:
+          - auto
+          - required
+          title: Mode
+          type: string
+      required:
+      - tools
+      - mode
+      title: AllowedToolsConfig
+      type: object
+    CustomToolConfig:
+      description: Custom tool configuration for OpenAI-compatible chat completion requests.
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: CustomToolConfig
+      type: object
+    FunctionToolConfig:
+      properties:
+        name:
+          title: Name
+          type: string
+      required:
+      - name
+      title: FunctionToolConfig
+      type: object
+    OpenAIChatCompletionToolChoiceAllowedTools:
+      description: Allowed tools response format for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: allowed_tools
+          default: allowed_tools
+          title: Type
+          type: string
+        allowed_tools:
+          $ref: '#/components/schemas/AllowedToolsConfig'
+      required:
+      - allowed_tools
+      title: OpenAIChatCompletionToolChoiceAllowedTools
+      type: object
+    OpenAIChatCompletionToolChoiceCustomTool:
+      description: Custom tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: custom
+          default: custom
+          title: Type
+          type: string
+        custom:
+          $ref: '#/components/schemas/CustomToolConfig'
+      required:
+      - custom
+      title: OpenAIChatCompletionToolChoiceCustomTool
+      type: object
+    OpenAIChatCompletionToolChoiceFunctionTool:
+      description: Function tool choice for OpenAI-compatible chat completion requests.
+      properties:
+        type:
+          const: function
+          default: function
+          title: Type
+          type: string
+        function:
+          $ref: '#/components/schemas/FunctionToolConfig'
+      required:
+      - function
+      title: OpenAIChatCompletionToolChoiceFunctionTool
+      type: object
+    OpenAIChatCompletionToolChoice:
+      discriminator:
+        mapping:
+          allowed_tools: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+          custom: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+          function: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        propertyName: type
+      oneOf:
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceAllowedTools'
+        title: OpenAIChatCompletionToolChoiceAllowedTools
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceFunctionTool'
+        title: OpenAIChatCompletionToolChoiceFunctionTool
+      - $ref: '#/components/schemas/OpenAIChatCompletionToolChoiceCustomTool'
+        title: OpenAIChatCompletionToolChoiceCustomTool
+      title: OpenAIChatCompletionToolChoiceAllowedTools | OpenAIChatCompletionToolChoiceFunctionTool | OpenAIChatCompletionToolChoiceCustomTool
+    OpenAIResponseInputToolChoice:
+      anyOf:
+      - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMode'
+        title: OpenAIResponseInputToolChoiceMode
+      - discriminator:
+          mapping:
+            allowed_tools: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+            custom: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+            file_search: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+            function: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+            mcp: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+            web_search: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_2025_08_26: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+            web_search_preview_2025_03_11: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          propertyName: type
+        oneOf:
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceAllowedTools'
+          title: OpenAIResponseInputToolChoiceAllowedTools
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFileSearch'
+          title: OpenAIResponseInputToolChoiceFileSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceWebSearch'
+          title: OpenAIResponseInputToolChoiceWebSearch
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceFunctionTool'
+          title: OpenAIResponseInputToolChoiceFunctionTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceMCPTool'
+          title: OpenAIResponseInputToolChoiceMCPTool
+        - $ref: '#/components/schemas/OpenAIResponseInputToolChoiceCustomTool'
+          title: OpenAIResponseInputToolChoiceCustomTool
+        title: OpenAIResponseInputToolChoiceAllowedTools | ... (6 variants)
+      title: OpenAIResponseInputToolChoiceMode
     OpenAIResponseContentPart:
       discriminator:
         mapping:
diff --git a/src/llama_stack/providers/inline/agents/meta_reference/agents.py b/src/llama_stack/providers/inline/agents/meta_reference/agents.py
index 39cc22be7..54848c27c 100644
--- a/src/llama_stack/providers/inline/agents/meta_reference/agents.py
+++ b/src/llama_stack/providers/inline/agents/meta_reference/agents.py
@@ -19,6 +19,7 @@ from llama_stack_api import (
     OpenAIDeleteResponseObject,
     OpenAIResponseInput,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
     OpenAIResponseObject,
     OpenAIResponsePrompt,
     OpenAIResponseText,
@@ -104,6 +105,7 @@ class MetaReferenceAgentsImpl(Agents):
         stream: bool | None = False,
         temperature: float | None = None,
         text: OpenAIResponseText | None = None,
+        tool_choice: OpenAIResponseInputToolChoice | None = None,
         tools: list[OpenAIResponseInputTool] | None = None,
         include: list[str] | None = None,
         max_infer_iters: int | None = 10,
@@ -123,6 +125,7 @@ class MetaReferenceAgentsImpl(Agents):
             stream,
             temperature,
             text,
+            tool_choice,
             tools,
             include,
             max_infer_iters,
diff --git a/src/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py b/src/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
index 9cf30908c..7ad8b406f 100644
--- a/src/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
+++ b/src/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
@@ -32,6 +32,7 @@ from llama_stack_api import (
     OpenAIResponseInputMessageContentImage,
     OpenAIResponseInputMessageContentText,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
     OpenAIResponseMessage,
     OpenAIResponseObject,
     OpenAIResponseObjectStream,
@@ -330,6 +331,7 @@ class OpenAIResponsesImpl:
         stream: bool | None = False,
         temperature: float | None = None,
         text: OpenAIResponseText | None = None,
+        tool_choice: OpenAIResponseInputToolChoice | None = None,
         tools: list[OpenAIResponseInputTool] | None = None,
         include: list[str] | None = None,
         max_infer_iters: int | None = 10,
@@ -387,6 +389,7 @@ class OpenAIResponsesImpl:
             temperature=temperature,
             text=text,
             tools=tools,
+            tool_choice=tool_choice,
             max_infer_iters=max_infer_iters,
             guardrail_ids=guardrail_ids,
             parallel_tool_calls=parallel_tool_calls,
@@ -440,6 +443,7 @@ class OpenAIResponsesImpl:
         temperature: float | None = None,
         text: OpenAIResponseText | None = None,
         tools: list[OpenAIResponseInputTool] | None = None,
+        tool_choice: OpenAIResponseInputToolChoice | None = None,
         max_infer_iters: int | None = 10,
         guardrail_ids: list[str] | None = None,
         parallel_tool_calls: bool | None = True,
@@ -469,6 +473,7 @@ class OpenAIResponsesImpl:
             model=model,
             messages=messages,
             response_tools=tools,
+            tool_choice=tool_choice,
             temperature=temperature,
             response_format=response_format,
             tool_context=tool_context,
diff --git a/src/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py b/src/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
index c778d65e7..a4dda8303 100644
--- a/src/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
+++ b/src/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
@@ -8,6 +8,7 @@ import uuid
 from collections.abc import AsyncIterator
 from typing import Any
 
+from openai.types.chat import ChatCompletionToolParam
 from opentelemetry import trace
 
 from llama_stack.log import get_logger
@@ -23,6 +24,10 @@ from llama_stack_api import (
     OpenAIChatCompletionChunk,
     OpenAIChatCompletionRequestWithExtraBody,
     OpenAIChatCompletionToolCall,
+    OpenAIChatCompletionToolChoice,
+    OpenAIChatCompletionToolChoiceAllowedTools,
+    OpenAIChatCompletionToolChoiceCustomTool,
+    OpenAIChatCompletionToolChoiceFunctionTool,
     OpenAIChoice,
     OpenAIMessageParam,
     OpenAIResponseContentPartOutputText,
@@ -30,6 +35,14 @@ from llama_stack_api import (
     OpenAIResponseContentPartRefusal,
     OpenAIResponseError,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
+    OpenAIResponseInputToolChoiceAllowedTools,
+    OpenAIResponseInputToolChoiceCustomTool,
+    OpenAIResponseInputToolChoiceFileSearch,
+    OpenAIResponseInputToolChoiceFunctionTool,
+    OpenAIResponseInputToolChoiceMCPTool,
+    OpenAIResponseInputToolChoiceMode,
+    OpenAIResponseInputToolChoiceWebSearch,
     OpenAIResponseInputToolMCP,
     OpenAIResponseMCPApprovalRequest,
     OpenAIResponseMessage,
@@ -75,6 +88,7 @@ from llama_stack_api import (
 from .types import ChatCompletionContext, ChatCompletionResult
 from .utils import (
     convert_chat_choice_to_response_message,
+    convert_mcp_tool_choice,
     is_function_tool_call,
     run_guardrails,
 )
@@ -144,6 +158,13 @@ class StreamingResponseOrchestrator:
         self.mcp_tool_to_server: dict[str, OpenAIResponseInputToolMCP] = (
             ctx.tool_context.previous_tools if ctx.tool_context else {}
         )
+        # Reverse mapping: server_label -> list of tool names for efficient lookup
+        self.server_label_to_tools: dict[str, list[str]] = {}
+        # Build initial reverse mapping from previous_tools
+        for tool_name, mcp_server in self.mcp_tool_to_server.items():
+            if mcp_server.server_label not in self.server_label_to_tools:
+                self.server_label_to_tools[mcp_server.server_label] = []
+            self.server_label_to_tools[mcp_server.server_label].append(tool_name)
         # Track final messages after all tool executions
         self.final_messages: list[OpenAIMessageParam] = []
         # mapping for annotations
@@ -196,6 +217,7 @@ class StreamingResponseOrchestrator:
             output=self._clone_outputs(outputs),
             text=self.text,
             tools=self.ctx.available_tools(),
+            tool_choice=self.ctx.tool_choice,
             error=error,
             usage=self.accumulated_usage,
             instructions=self.instructions,
@@ -231,6 +253,19 @@ class StreamingResponseOrchestrator:
         async for stream_event in self._process_tools(output_messages):
             yield stream_event
 
+        chat_tool_choice = None
+        if self.ctx.tool_choice and len(self.ctx.chat_tools) > 0:
+            processed_tool_choice = await _process_tool_choice(
+                self.ctx.chat_tools,
+                self.ctx.tool_choice,
+                self.server_label_to_tools,
+            )
+            # chat_tool_choice can be str, dict-like object, or None
+            if isinstance(processed_tool_choice, str | type(None)):
+                chat_tool_choice = processed_tool_choice
+            else:
+                chat_tool_choice = processed_tool_choice.model_dump()
+
         n_iter = 0
         messages = self.ctx.messages.copy()
         final_status = "completed"
@@ -250,6 +285,7 @@ class StreamingResponseOrchestrator:
                     messages=messages,
                     # Pydantic models are dict-compatible but mypy treats them as distinct types
                     tools=self.ctx.chat_tools,  # type: ignore[arg-type]
+                    tool_choice=chat_tool_choice,
                     stream=True,
                     temperature=self.ctx.temperature,
                     response_format=response_format,
@@ -326,6 +362,10 @@ class StreamingResponseOrchestrator:
                     break
 
                 n_iter += 1
+                # After first iteration, reset tool_choice to "auto" to let model decide freely
+                # based on tool results (prevents infinite loops when forcing specific tools)
+                if n_iter == 1 and chat_tool_choice:
+                    chat_tool_choice = "auto"
                 if n_iter >= self.max_infer_iters:
                     logger.info(
                         f"Exiting inference loop since iteration count({n_iter}) exceeds {self.max_infer_iters=}"
@@ -1145,6 +1185,11 @@ class StreamingResponseOrchestrator:
                         raise ValueError(f"Duplicate tool name {t.name} found for server {mcp_tool.server_label}")
                     self.mcp_tool_to_server[t.name] = mcp_tool
 
+                    # Add to reverse mapping for efficient server_label lookup
+                    if mcp_tool.server_label not in self.server_label_to_tools:
+                        self.server_label_to_tools[mcp_tool.server_label] = []
+                    self.server_label_to_tools[mcp_tool.server_label].append(t.name)
+
                     # Add to MCP list message
                     mcp_list_message.tools.append(
                         MCPListToolsTool(
@@ -1284,3 +1329,112 @@ class StreamingResponseOrchestrator:
 
         async for stream_event in self._add_mcp_list_tools(mcp_list_message, output_messages):
             yield stream_event
+
+
+async def _process_tool_choice(
+    chat_tools: list[ChatCompletionToolParam],
+    tool_choice: OpenAIResponseInputToolChoice,
+    server_label_to_tools: dict[str, list[str]],
+) -> str | OpenAIChatCompletionToolChoice | None:
+    """Process and validate the OpenAI Responses tool choice and return the appropriate chat completion tool choice object.
+
+    :param chat_tools: The list of chat tools to enforce tool choice against.
+    :param tool_choice: The OpenAI Responses tool choice to process.
+    :param server_label_to_tools: A dictionary mapping server labels to the list of tools available on that server.
+    :return: The appropriate chat completion tool choice object.
+    """
+
+    # retrieve all function tool names from the chat tools
+    # Note: chat_tools contains dicts, not objects
+    chat_tool_names = [tool["function"]["name"] for tool in chat_tools if tool["type"] == "function"]
+
+    if isinstance(tool_choice, OpenAIResponseInputToolChoiceMode):
+        if tool_choice.value == "required":
+            if len(chat_tool_names) == 0:
+                return None
+
+            # add all function tools to the allowed tools list and set mode to required
+            return OpenAIChatCompletionToolChoiceAllowedTools(
+                tools=[{"type": "function", "function": {"name": tool}} for tool in chat_tool_names],
+                mode="required",
+            )
+        # return other modes as is
+        return tool_choice.value
+
+    elif isinstance(tool_choice, OpenAIResponseInputToolChoiceAllowedTools):
+        # ensure that specified tool choices are available in the chat tools, if not, remove them from the list
+        final_tools = []
+        for tool in tool_choice.tools:
+            match tool.get("type"):
+                case "function":
+                    final_tools.append({"type": "function", "function": {"name": tool.get("name")}})
+                case "custom":
+                    final_tools.append({"type": "custom", "custom": {"name": tool.get("name")}})
+                case "mcp":
+                    mcp_tools = convert_mcp_tool_choice(
+                        chat_tool_names, tool.get("server_label"), server_label_to_tools, None
+                    )
+                    # convert_mcp_tool_choice can return a dict, list, or None
+                    if isinstance(mcp_tools, list):
+                        final_tools.extend(mcp_tools)
+                    elif isinstance(mcp_tools, dict):
+                        final_tools.append(mcp_tools)
+                    # Skip if None or empty
+                case "file_search":
+                    final_tools.append({"type": "function", "function": {"name": "file_search"}})
+                case _ if tool["type"] in WebSearchToolTypes:
+                    final_tools.append({"type": "function", "function": {"name": "web_search"}})
+                case _:
+                    logger.warning(f"Unsupported tool type: {tool['type']}, skipping tool choice enforcement for it")
+                    continue
+
+        return OpenAIChatCompletionToolChoiceAllowedTools(
+            tools=final_tools,
+            mode=tool_choice.mode,
+        )
+
+    else:
+        # Handle specific tool choice by type
+        # Each case validates the tool exists in chat_tools before returning
+        tool_name = getattr(tool_choice, "name", None)
+        match tool_choice:
+            case OpenAIResponseInputToolChoiceCustomTool():
+                if tool_name and tool_name not in chat_tool_names:
+                    logger.warning(f"Tool {tool_name} not found in chat tools")
+                    return None
+                return OpenAIChatCompletionToolChoiceCustomTool(name=tool_name)
+
+            case OpenAIResponseInputToolChoiceFunctionTool():
+                if tool_name and tool_name not in chat_tool_names:
+                    logger.warning(f"Tool {tool_name} not found in chat tools")
+                    return None
+                return OpenAIChatCompletionToolChoiceFunctionTool(name=tool_name)
+
+            case OpenAIResponseInputToolChoiceFileSearch():
+                if "file_search" not in chat_tool_names:
+                    logger.warning("Tool file_search not found in chat tools")
+                    return None
+                return OpenAIChatCompletionToolChoiceFunctionTool(name="file_search")
+
+            case OpenAIResponseInputToolChoiceWebSearch():
+                if "web_search" not in chat_tool_names:
+                    logger.warning("Tool web_search not found in chat tools")
+                    return None
+                return OpenAIChatCompletionToolChoiceFunctionTool(name="web_search")
+
+            case OpenAIResponseInputToolChoiceMCPTool():
+                tool_choice = convert_mcp_tool_choice(
+                    chat_tool_names,
+                    tool_choice.server_label,
+                    server_label_to_tools,
+                    tool_name,
+                )
+                if isinstance(tool_choice, dict):
+                    # for single tool choice, return as function tool choice
+                    return OpenAIChatCompletionToolChoiceFunctionTool(name=tool_choice["function"]["name"])
+                elif isinstance(tool_choice, list):
+                    # for multiple tool choices, return as allowed tools
+                    return OpenAIChatCompletionToolChoiceAllowedTools(
+                        tools=tool_choice,
+                        mode="required",
+                    )
diff --git a/src/llama_stack/providers/inline/agents/meta_reference/responses/types.py b/src/llama_stack/providers/inline/agents/meta_reference/responses/types.py
index f6efcee22..614bdace1 100644
--- a/src/llama_stack/providers/inline/agents/meta_reference/responses/types.py
+++ b/src/llama_stack/providers/inline/agents/meta_reference/responses/types.py
@@ -16,6 +16,7 @@ from llama_stack_api import (
     OpenAIResponseFormatParam,
     OpenAIResponseInput,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
     OpenAIResponseInputToolFileSearch,
     OpenAIResponseInputToolFunction,
     OpenAIResponseInputToolMCP,
@@ -160,6 +161,7 @@ class ChatCompletionContext(BaseModel):
     temperature: float | None
     response_format: OpenAIResponseFormatParam
     tool_context: ToolContext | None
+    tool_choice: OpenAIResponseInputToolChoice | None = None
     approval_requests: list[OpenAIResponseMCPApprovalRequest] = []
     approval_responses: dict[str, OpenAIResponseMCPApprovalResponse] = {}
 
@@ -172,6 +174,7 @@ class ChatCompletionContext(BaseModel):
         response_format: OpenAIResponseFormatParam,
         tool_context: ToolContext,
         inputs: list[OpenAIResponseInput] | str,
+        tool_choice: OpenAIResponseInputToolChoice | None = None,
     ):
         super().__init__(
             model=model,
@@ -180,6 +183,7 @@ class ChatCompletionContext(BaseModel):
             temperature=temperature,
             response_format=response_format,
             tool_context=tool_context,
+            tool_choice=tool_choice,
         )
         if not isinstance(inputs, str):
             self.approval_requests = [input for input in inputs if input.type == "mcp_approval_request"]
diff --git a/src/llama_stack/providers/inline/agents/meta_reference/responses/utils.py b/src/llama_stack/providers/inline/agents/meta_reference/responses/utils.py
index 7bbf6bd30..863c57284 100644
--- a/src/llama_stack/providers/inline/agents/meta_reference/responses/utils.py
+++ b/src/llama_stack/providers/inline/agents/meta_reference/responses/utils.py
@@ -499,3 +499,28 @@ def extract_guardrail_ids(guardrails: list | None) -> list[str]:
             raise ValueError(f"Unknown guardrail format: {guardrail}, expected str or ResponseGuardrailSpec")
 
     return guardrail_ids
+
+
+def convert_mcp_tool_choice(
+    chat_tool_names: list[str],
+    server_label: str | None = None,
+    server_label_to_tools: dict[str, list[str]] | None = None,
+    tool_name: str | None = None,
+) -> dict[str, str] | list[dict[str, str]]:
+    """Convert a responses tool choice of type mcp to a chat completions compatible function tool choice."""
+
+    if tool_name:
+        if tool_name not in chat_tool_names:
+            return None
+        return {"type": "function", "function": {"name": tool_name}}
+
+    elif server_label and server_label_to_tools:
+        # no tool name specified, so we need to enforce an allowed_tools with the function tools derived only from the given server label
+        # Use reverse mapping for lookup by server_label
+        # This already accounts for allowed_tools restrictions applied during _process_mcp_tool
+        tool_names = server_label_to_tools.get(server_label, [])
+        if not tool_names:
+            return None
+        matching_tools = [{"type": "function", "function": {"name": tool_name}} for tool_name in tool_names]
+        return matching_tools
+    return []
diff --git a/src/llama_stack_api/__init__.py b/src/llama_stack_api/__init__.py
index b6fe2fd23..c1612886d 100644
--- a/src/llama_stack_api/__init__.py
+++ b/src/llama_stack_api/__init__.py
@@ -147,6 +147,10 @@ from .inference import (
     OpenAIChatCompletionTextOnlyMessageContent,
     OpenAIChatCompletionToolCall,
     OpenAIChatCompletionToolCallFunction,
+    OpenAIChatCompletionToolChoice,
+    OpenAIChatCompletionToolChoiceAllowedTools,
+    OpenAIChatCompletionToolChoiceCustomTool,
+    OpenAIChatCompletionToolChoiceFunctionTool,
     OpenAIChatCompletionUsage,
     OpenAIChatCompletionUsageCompletionTokensDetails,
     OpenAIChatCompletionUsagePromptTokensDetails,
@@ -239,6 +243,15 @@ from .openai_responses import (
     OpenAIResponseInputMessageContentImage,
     OpenAIResponseInputMessageContentText,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
+    OpenAIResponseInputToolChoiceAllowedTools,
+    OpenAIResponseInputToolChoiceCustomTool,
+    OpenAIResponseInputToolChoiceFileSearch,
+    OpenAIResponseInputToolChoiceFunctionTool,
+    OpenAIResponseInputToolChoiceMCPTool,
+    OpenAIResponseInputToolChoiceMode,
+    OpenAIResponseInputToolChoiceObject,
+    OpenAIResponseInputToolChoiceWebSearch,
     OpenAIResponseInputToolFileSearch,
     OpenAIResponseInputToolFunction,
     OpenAIResponseInputToolMCP,
@@ -601,6 +614,10 @@ __all__ = [
     "OpenAIChatCompletionUsage",
     "OpenAIChatCompletionUsageCompletionTokensDetails",
     "OpenAIChatCompletionUsagePromptTokensDetails",
+    "OpenAIChatCompletionToolChoiceAllowedTools",
+    "OpenAIChatCompletionToolChoiceFunctionTool",
+    "OpenAIChatCompletionToolChoiceCustomTool",
+    "OpenAIChatCompletionToolChoice",
     "OpenAIChoice",
     "OpenAIChoiceDelta",
     "OpenAIChoiceLogprobs",
@@ -655,6 +672,15 @@ __all__ = [
     "OpenAIResponseInputToolFunction",
     "OpenAIResponseInputToolMCP",
     "OpenAIResponseInputToolWebSearch",
+    "OpenAIResponseInputToolChoice",
+    "OpenAIResponseInputToolChoiceAllowedTools",
+    "OpenAIResponseInputToolChoiceFileSearch",
+    "OpenAIResponseInputToolChoiceWebSearch",
+    "OpenAIResponseInputToolChoiceFunctionTool",
+    "OpenAIResponseInputToolChoiceMCPTool",
+    "OpenAIResponseInputToolChoiceCustomTool",
+    "OpenAIResponseInputToolChoiceMode",
+    "OpenAIResponseInputToolChoiceObject",
     "OpenAIResponseMCPApprovalRequest",
     "OpenAIResponseMCPApprovalResponse",
     "OpenAIResponseMessage",
diff --git a/src/llama_stack_api/agents.py b/src/llama_stack_api/agents.py
index 8d3b489e1..892116666 100644
--- a/src/llama_stack_api/agents.py
+++ b/src/llama_stack_api/agents.py
@@ -19,6 +19,7 @@ from .openai_responses import (
     OpenAIDeleteResponseObject,
     OpenAIResponseInput,
     OpenAIResponseInputTool,
+    OpenAIResponseInputToolChoice,
     OpenAIResponseObject,
     OpenAIResponseObjectStream,
     OpenAIResponsePrompt,
@@ -79,6 +80,7 @@ class Agents(Protocol):
         stream: bool | None = False,
         temperature: float | None = None,
         text: OpenAIResponseText | None = None,
+        tool_choice: OpenAIResponseInputToolChoice | None = None,
         tools: list[OpenAIResponseInputTool] | None = None,
         include: list[str] | None = None,
         max_infer_iters: int | None = 10,  # this is an extension to the OpenAI API
diff --git a/src/llama_stack_api/inference.py b/src/llama_stack_api/inference.py
index 4a169486a..aeddf34c5 100644
--- a/src/llama_stack_api/inference.py
+++ b/src/llama_stack_api/inference.py
@@ -555,6 +555,81 @@ OpenAIResponseFormatParam = Annotated[
 register_schema(OpenAIResponseFormatParam, name="OpenAIResponseFormatParam")
 
 
+@json_schema_type
+class FunctionToolConfig(BaseModel):
+    name: str
+
+
+@json_schema_type
+class OpenAIChatCompletionToolChoiceFunctionTool(BaseModel):
+    """Function tool choice for OpenAI-compatible chat completion requests.
+
+    :param type: Must be "function" to indicate function tool choice
+    :param function: The function tool configuration
+    """
+
+    type: Literal["function"] = "function"
+    function: FunctionToolConfig
+
+    def __init__(self, name: str):
+        super().__init__(type="function", function=FunctionToolConfig(name=name))
+
+
+@json_schema_type
+class CustomToolConfig(BaseModel):
+    """Custom tool configuration for OpenAI-compatible chat completion requests.
+
+    :param name: Name of the custom tool
+    """
+
+    name: str
+
+
+@json_schema_type
+class OpenAIChatCompletionToolChoiceCustomTool(BaseModel):
+    """Custom tool choice for OpenAI-compatible chat completion requests.
+
+    :param type: Must be "custom" to indicate custom tool choice
+    """
+
+    type: Literal["custom"] = "custom"
+    custom: CustomToolConfig
+
+    def __init__(self, name: str):
+        super().__init__(type="custom", custom=CustomToolConfig(name=name))
+
+
+@json_schema_type
+class AllowedToolsConfig(BaseModel):
+    tools: list[dict[str, Any]]
+    mode: Literal["auto", "required"]
+
+
+@json_schema_type
+class OpenAIChatCompletionToolChoiceAllowedTools(BaseModel):
+    """Allowed tools response format for OpenAI-compatible chat completion requests.
+
+    :param type: Must be "allowed_tools" to indicate allowed tools response format
+    """
+
+    type: Literal["allowed_tools"] = "allowed_tools"
+    allowed_tools: AllowedToolsConfig
+
+    def __init__(self, tools: list[dict[str, Any]], mode: Literal["auto", "required"]):
+        super().__init__(type="allowed_tools", allowed_tools=AllowedToolsConfig(tools=tools, mode=mode))
+
+
+# Define the object-level union with discriminator
+OpenAIChatCompletionToolChoice = Annotated[
+    OpenAIChatCompletionToolChoiceAllowedTools
+    | OpenAIChatCompletionToolChoiceFunctionTool
+    | OpenAIChatCompletionToolChoiceCustomTool,
+    Field(discriminator="type"),
+]
+
+register_schema(OpenAIChatCompletionToolChoice, name="OpenAIChatCompletionToolChoice")
+
+
 @json_schema_type
 class OpenAITopLogProb(BaseModel):
     """The top log probability for a token from an OpenAI-compatible chat completion response.
diff --git a/src/llama_stack_api/openai_responses.py b/src/llama_stack_api/openai_responses.py
index 177d2314a..8dc372394 100644
--- a/src/llama_stack_api/openai_responses.py
+++ b/src/llama_stack_api/openai_responses.py
@@ -5,6 +5,7 @@
 # the root directory of this source tree.
 
 from collections.abc import Sequence
+from enum import Enum
 from typing import Annotated, Any, Literal
 
 from pydantic import BaseModel, Field, model_validator
@@ -539,6 +540,105 @@ OpenAIResponseTool = Annotated[
 register_schema(OpenAIResponseTool, name="OpenAIResponseTool")
 
 
+@json_schema_type
+class OpenAIResponseInputToolChoiceAllowedTools(BaseModel):
+    """Constrains the tools available to the model to a pre-defined set.
+
+    :param mode: Constrains the tools available to the model to a pre-defined set
+    :param tools: A list of tool definitions that the model should be allowed to call
+    :param type: Tool choice type identifier, always "allowed_tools"
+    """
+
+    mode: Literal["auto", "required"] = "auto"
+    tools: list[dict[str, str]]
+    type: Literal["allowed_tools"] = "allowed_tools"
+
+
+@json_schema_type
+class OpenAIResponseInputToolChoiceFileSearch(BaseModel):
+    """Indicates that the model should use file search to generate a response.
+
+    :param type: Tool choice type identifier, always "file_search"
+    """
+
+    type: Literal["file_search"] = "file_search"
+
+
+@json_schema_type
+class OpenAIResponseInputToolChoiceWebSearch(BaseModel):
+    """Indicates that the model should use web search to generate a response
+
+    :param type: Web search tool type variant to use
+    """
+
+    type: (
+        Literal["web_search"]
+        | Literal["web_search_preview"]
+        | Literal["web_search_preview_2025_03_11"]
+        | Literal["web_search_2025_08_26"]
+    ) = "web_search"
+
+
+@json_schema_type
+class OpenAIResponseInputToolChoiceFunctionTool(BaseModel):
+    """Forces the model to call a specific function.
+
+    :param name: The name of the function to call
+    :param type: Tool choice type identifier, always "function"
+    """
+
+    name: str
+    type: Literal["function"] = "function"
+
+
+@json_schema_type
+class OpenAIResponseInputToolChoiceMCPTool(BaseModel):
+    """Forces the model to call a specific tool on a remote MCP server
+
+    :param server_label: The label of the MCP server to use.
+    :param type: Tool choice type identifier, always "mcp"
+    :param name: (Optional) The name of the tool to call on the server.
+    """
+
+    server_label: str
+    type: Literal["mcp"] = "mcp"
+    name: str | None = None
+
+
+@json_schema_type
+class OpenAIResponseInputToolChoiceCustomTool(BaseModel):
+    """Forces the model to call a custom tool.
+
+    :param type: Tool choice type identifier, always "custom"
+    :param name: The name of the custom tool to call.
+    """
+
+    type: Literal["custom"] = "custom"
+    name: str
+
+
+class OpenAIResponseInputToolChoiceMode(str, Enum):
+    auto = "auto"
+    required = "required"
+    none = "none"
+
+
+OpenAIResponseInputToolChoiceObject = Annotated[
+    OpenAIResponseInputToolChoiceAllowedTools
+    | OpenAIResponseInputToolChoiceFileSearch
+    | OpenAIResponseInputToolChoiceWebSearch
+    | OpenAIResponseInputToolChoiceFunctionTool
+    | OpenAIResponseInputToolChoiceMCPTool
+    | OpenAIResponseInputToolChoiceCustomTool,
+    Field(discriminator="type"),
+]
+
+# 3. Final Union without registration or None (Keep it clean)
+OpenAIResponseInputToolChoice = OpenAIResponseInputToolChoiceMode | OpenAIResponseInputToolChoiceObject
+
+register_schema(OpenAIResponseInputToolChoice, name="OpenAIResponseInputToolChoice")
+
+
 class OpenAIResponseUsageOutputTokensDetails(BaseModel):
     """Token details for output tokens in OpenAI response usage.
 
@@ -593,6 +693,7 @@ class OpenAIResponseObject(BaseModel):
     :param text: Text formatting configuration for the response
     :param top_p: (Optional) Nucleus sampling parameter used for generation
     :param tools: (Optional) An array of tools the model may call while generating a response.
+    :param tool_choice: (Optional) Tool choice configuration for the response.
     :param truncation: (Optional) Truncation strategy applied to the response
     :param usage: (Optional) Token usage information for the response
     :param instructions: (Optional) System message inserted into the model's context
@@ -616,6 +717,7 @@ class OpenAIResponseObject(BaseModel):
     text: OpenAIResponseText = OpenAIResponseText(format=OpenAIResponseTextFormat(type="text"))
     top_p: float | None = None
     tools: Sequence[OpenAIResponseTool] | None = None
+    tool_choice: OpenAIResponseInputToolChoice | None = None
     truncation: str | None = None
     usage: OpenAIResponseUsage | None = None
     instructions: str | None = None
diff --git a/tests/unit/providers/agents/meta_reference/test_response_tool_context.py b/tests/unit/providers/agents/meta_reference/test_response_tool_context.py
index 4054debd5..325844ae2 100644
--- a/tests/unit/providers/agents/meta_reference/test_response_tool_context.py
+++ b/tests/unit/providers/agents/meta_reference/test_response_tool_context.py
@@ -5,9 +5,22 @@
 # the root directory of this source tree.
 
 
+from llama_stack.providers.inline.agents.meta_reference.responses.streaming import (
+    _process_tool_choice,
+)
 from llama_stack.providers.inline.agents.meta_reference.responses.types import ToolContext
-from llama_stack_api.openai_responses import (
+from llama_stack_api import (
     MCPListToolsTool,
+    OpenAIChatCompletionToolChoiceAllowedTools,
+    OpenAIChatCompletionToolChoiceCustomTool,
+    OpenAIChatCompletionToolChoiceFunctionTool,
+    OpenAIResponseInputToolChoiceAllowedTools,
+    OpenAIResponseInputToolChoiceCustomTool,
+    OpenAIResponseInputToolChoiceFileSearch,
+    OpenAIResponseInputToolChoiceFunctionTool,
+    OpenAIResponseInputToolChoiceMCPTool,
+    OpenAIResponseInputToolChoiceMode,
+    OpenAIResponseInputToolChoiceWebSearch,
     OpenAIResponseInputToolFileSearch,
     OpenAIResponseInputToolFunction,
     OpenAIResponseInputToolMCP,
@@ -181,3 +194,326 @@ class TestToolContext:
         assert len(context.previous_tool_listings) == 1
         assert len(context.previous_tool_listings[0].tools) == 1
         assert context.previous_tool_listings[0].server_label == "anotherlabel"
+
+
+class TestProcessToolChoice:
+    """Comprehensive test suite for _process_tool_choice function."""
+
+    def setup_method(self):
+        """Set up common test fixtures."""
+        self.chat_tools = [
+            {"type": "function", "function": {"name": "get_weather"}},
+            {"type": "function", "function": {"name": "calculate"}},
+            {"type": "function", "function": {"name": "file_search"}},
+            {"type": "function", "function": {"name": "web_search"}},
+        ]
+        self.server_label_to_tools = {
+            "mcp_server_1": ["mcp_tool_1", "mcp_tool_2"],
+            "mcp_server_2": ["mcp_tool_3"],
+        }
+
+    async def test_mode_auto(self):
+        """Test auto mode - should return 'auto' string."""
+        tool_choice = OpenAIResponseInputToolChoiceMode.auto
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+        assert result == "auto"
+
+    async def test_mode_none(self):
+        """Test none mode - should return 'none' string."""
+        tool_choice = OpenAIResponseInputToolChoiceMode.none
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+        assert result == "none"
+
+    async def test_mode_required_with_tools(self):
+        """Test required mode with available tools - should return AllowedTools with all function tools."""
+        tool_choice = OpenAIResponseInputToolChoiceMode.required
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert result.allowed_tools.mode == "required"
+        assert len(result.allowed_tools.tools) == 4
+        tool_names = [tool["function"]["name"] for tool in result.allowed_tools.tools]
+        assert "get_weather" in tool_names
+        assert "calculate" in tool_names
+        assert "file_search" in tool_names
+        assert "web_search" in tool_names
+
+    async def test_mode_required_without_tools(self):
+        """Test required mode without available tools - should return None."""
+        tool_choice = OpenAIResponseInputToolChoiceMode.required
+        result = await _process_tool_choice([], tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_allowed_tools_function(self):
+        """Test allowed_tools with function tool types."""
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="required",
+            tools=[
+                {"type": "function", "name": "get_weather"},
+                {"type": "function", "name": "calculate"},
+            ],
+        )
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert result.allowed_tools.mode == "required"
+        assert len(result.allowed_tools.tools) == 2
+        assert result.allowed_tools.tools[0]["function"]["name"] == "get_weather"
+        assert result.allowed_tools.tools[1]["function"]["name"] == "calculate"
+
+    async def test_allowed_tools_custom(self):
+        """Test allowed_tools with custom tool types."""
+        chat_tools = [{"type": "function", "function": {"name": "custom_tool_1"}}]
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="auto",
+            tools=[{"type": "custom", "name": "custom_tool_1"}],
+        )
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert result.allowed_tools.mode == "auto"
+        assert len(result.allowed_tools.tools) == 1
+        assert result.allowed_tools.tools[0]["type"] == "custom"
+        assert result.allowed_tools.tools[0]["custom"]["name"] == "custom_tool_1"
+
+    async def test_allowed_tools_file_search(self):
+        """Test allowed_tools with file_search."""
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="required",
+            tools=[{"type": "file_search"}],
+        )
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result.allowed_tools.tools) == 1
+        assert result.allowed_tools.tools[0]["function"]["name"] == "file_search"
+
+    async def test_allowed_tools_web_search(self):
+        """Test allowed_tools with web_search."""
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="required",
+            tools=[
+                {"type": "web_search_preview_2025_03_11"},
+                {"type": "web_search_2025_08_26"},
+                {"type": "web_search_preview"},
+            ],
+        )
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result.allowed_tools.tools) == 3
+        assert result.allowed_tools.tools[0]["function"]["name"] == "web_search"
+        assert result.allowed_tools.tools[0]["type"] == "function"
+        assert result.allowed_tools.tools[1]["function"]["name"] == "web_search"
+        assert result.allowed_tools.tools[1]["type"] == "function"
+        assert result.allowed_tools.tools[2]["function"]["name"] == "web_search"
+        assert result.allowed_tools.tools[2]["type"] == "function"
+
+    async def test_allowed_tools_mcp_server_label(self):
+        """Test allowed_tools with MCP server label (no specific tool name)."""
+        chat_tools = [
+            {"type": "function", "function": {"name": "mcp_tool_1"}},
+            {"type": "function", "function": {"name": "mcp_tool_2"}},
+        ]
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="required",
+            tools=[{"type": "mcp", "server_label": "mcp_server_1"}],
+        )
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result.allowed_tools.tools) == 2
+        tool_names = [tool["function"]["name"] for tool in result.allowed_tools.tools]
+        assert "mcp_tool_1" in tool_names
+        assert "mcp_tool_2" in tool_names
+
+    async def test_allowed_tools_mixed_types(self):
+        """Test allowed_tools with mixed tool types."""
+        chat_tools = [
+            {"type": "function", "function": {"name": "get_weather"}},
+            {"type": "function", "function": {"name": "file_search"}},
+            {"type": "function", "function": {"name": "web_search"}},
+            {"type": "function", "function": {"name": "mcp_tool_1"}},
+        ]
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="auto",
+            tools=[
+                {"type": "function", "name": "get_weather"},
+                {"type": "file_search"},
+                {"type": "web_search"},
+                {"type": "mcp", "server_label": "mcp_server_1"},
+            ],
+        )
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        # Should have: get_weather, file_search, web_search, mcp_tool_1, mcp_tool_2
+        assert len(result.allowed_tools.tools) >= 3
+
+    async def test_allowed_tools_invalid_type(self):
+        """Test allowed_tools with an unsupported tool type - should skip it."""
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(
+            mode="required",
+            tools=[
+                {"type": "function", "name": "get_weather"},
+                {"type": "unsupported_type", "name": "bad_tool"},
+            ],
+        )
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        # Should only include the valid function tool
+        assert len(result.allowed_tools.tools) == 1
+        assert result.allowed_tools.tools[0]["function"]["name"] == "get_weather"
+
+    async def test_specific_custom_tool_valid(self):
+        """Test specific custom tool choice when tool exists."""
+        chat_tools = [{"type": "function", "function": {"name": "custom_tool"}}]
+        tool_choice = OpenAIResponseInputToolChoiceCustomTool(name="custom_tool")
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceCustomTool)
+        assert result.custom.name == "custom_tool"
+
+    async def test_specific_custom_tool_invalid(self):
+        """Test specific custom tool choice when tool doesn't exist - should return None."""
+        tool_choice = OpenAIResponseInputToolChoiceCustomTool(name="nonexistent_tool")
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_specific_function_tool_valid(self):
+        """Test specific function tool choice when tool exists."""
+        tool_choice = OpenAIResponseInputToolChoiceFunctionTool(name="get_weather")
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceFunctionTool)
+        assert result.function.name == "get_weather"
+
+    async def test_specific_function_tool_invalid(self):
+        """Test specific function tool choice when tool doesn't exist - should return None."""
+        tool_choice = OpenAIResponseInputToolChoiceFunctionTool(name="nonexistent_function")
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_specific_file_search_valid(self):
+        """Test file_search tool choice when available."""
+        tool_choice = OpenAIResponseInputToolChoiceFileSearch()
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceFunctionTool)
+        assert result.function.name == "file_search"
+
+    async def test_specific_file_search_invalid(self):
+        """Test file_search tool choice when not available - should return None."""
+        chat_tools = [{"type": "function", "function": {"name": "get_weather"}}]
+        tool_choice = OpenAIResponseInputToolChoiceFileSearch()
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_specific_web_search_valid(self):
+        """Test web_search tool choice when available."""
+        tool_choice = OpenAIResponseInputToolChoiceWebSearch()
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceFunctionTool)
+        assert result.function.name == "web_search"
+
+    async def test_specific_web_search_invalid(self):
+        """Test web_search tool choice when not available - should return None."""
+        chat_tools = [{"type": "function", "function": {"name": "get_weather"}}]
+        tool_choice = OpenAIResponseInputToolChoiceWebSearch()
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_specific_mcp_tool_with_name(self):
+        """Test MCP tool choice with specific tool name."""
+        chat_tools = [{"type": "function", "function": {"name": "mcp_tool_1"}}]
+        tool_choice = OpenAIResponseInputToolChoiceMCPTool(
+            server_label="mcp_server_1",
+            name="mcp_tool_1",
+        )
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceFunctionTool)
+        assert result.function.name == "mcp_tool_1"
+
+    async def test_specific_mcp_tool_with_name_not_in_chat_tools(self):
+        """Test MCP tool choice with specific tool name that doesn't exist in chat_tools."""
+        chat_tools = [{"type": "function", "function": {"name": "other_tool"}}]
+        tool_choice = OpenAIResponseInputToolChoiceMCPTool(
+            server_label="mcp_server_1",
+            name="mcp_tool_1",
+        )
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_specific_mcp_tool_server_label_only(self):
+        """Test MCP tool choice with only server label (no specific tool name)."""
+        chat_tools = [
+            {"type": "function", "function": {"name": "mcp_tool_1"}},
+            {"type": "function", "function": {"name": "mcp_tool_2"}},
+        ]
+        tool_choice = OpenAIResponseInputToolChoiceMCPTool(server_label="mcp_server_1")
+        result = await _process_tool_choice(chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert result.allowed_tools.mode == "required"
+        assert len(result.allowed_tools.tools) == 2
+        tool_names = [tool["function"]["name"] for tool in result.allowed_tools.tools]
+        assert "mcp_tool_1" in tool_names
+        assert "mcp_tool_2" in tool_names
+
+    async def test_specific_mcp_tool_unknown_server(self):
+        """Test MCP tool choice with unknown server label."""
+        tool_choice = OpenAIResponseInputToolChoiceMCPTool(
+            server_label="unknown_server",
+            name="some_tool",
+        )
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+        # Should return None because server not found
+        assert result is None
+
+    async def test_empty_chat_tools(self):
+        """Test with empty chat_tools list."""
+        tool_choice = OpenAIResponseInputToolChoiceFunctionTool(name="get_weather")
+        result = await _process_tool_choice([], tool_choice, self.server_label_to_tools)
+        assert result is None
+
+    async def test_empty_server_label_to_tools(self):
+        """Test with empty server_label_to_tools mapping."""
+        tool_choice = OpenAIResponseInputToolChoiceMCPTool(server_label="mcp_server_1")
+        result = await _process_tool_choice(self.chat_tools, tool_choice, {})
+        # Should handle gracefully
+        assert result is None or isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+
+    async def test_allowed_tools_empty_list(self):
+        """Test allowed_tools with empty tools list."""
+        tool_choice = OpenAIResponseInputToolChoiceAllowedTools(mode="auto", tools=[])
+        result = await _process_tool_choice(self.chat_tools, tool_choice, self.server_label_to_tools)
+
+        assert isinstance(result, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result.allowed_tools.tools) == 0
+
+    async def test_mcp_tool_multiple_servers(self):
+        """Test MCP tool choice with multiple server labels."""
+        chat_tools = [
+            {"type": "function", "function": {"name": "mcp_tool_1"}},
+            {"type": "function", "function": {"name": "mcp_tool_2"}},
+            {"type": "function", "function": {"name": "mcp_tool_3"}},
+        ]
+        server_label_to_tools = {
+            "server_a": ["mcp_tool_1"],
+            "server_b": ["mcp_tool_2", "mcp_tool_3"],
+        }
+
+        # Test server_a
+        tool_choice_a = OpenAIResponseInputToolChoiceMCPTool(server_label="server_a")
+        result_a = await _process_tool_choice(chat_tools, tool_choice_a, server_label_to_tools)
+        assert isinstance(result_a, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result_a.allowed_tools.tools) == 1
+
+        # Test server_b
+        tool_choice_b = OpenAIResponseInputToolChoiceMCPTool(server_label="server_b")
+        result_b = await _process_tool_choice(chat_tools, tool_choice_b, server_label_to_tools)
+        assert isinstance(result_b, OpenAIChatCompletionToolChoiceAllowedTools)
+        assert len(result_b.allowed_tools.tools) == 2