From fa6ed28aea7282a589497250a234019954fcbbb4 Mon Sep 17 00:00:00 2001 From: Ashwin Bharambe Date: Wed, 1 Oct 2025 13:48:00 -0700 Subject: [PATCH] recordings --- .../llama3/prompt_templates/system_prompts.py | 4 +- .../agents/meta_reference/agent_instance.py | 30 +- .../inference/test_tools_with_schemas.py | 4 +- .../recordings/responses/0e8f2b001dd9.json | 10 +- .../recordings/responses/325a72db5755.json | 756 +----- .../recordings/responses/3a81146f2afa.json | 1638 ++++++------ .../recordings/responses/3ca695048bee.json | 10 +- .../recordings/responses/4f00cf740aba.json | 768 +++--- .../recordings/responses/517505777888.json | 768 +++--- .../recordings/responses/590d43ed64b8.json | 768 +++--- .../recordings/responses/6412295819a1.json | 10 +- .../recordings/responses/6f96090aa955.json | 100 +- .../recordings/responses/80311f244b55.json | 2304 ++++++++--------- .../recordings/responses/8ce928ad0b85.json | 768 +++--- .../recordings/responses/a0c4df33879f.json | 1636 +----------- .../recordings/responses/a4c8d19bb1eb.json | 4 +- .../recordings/responses/c13d7510774c.json | 768 +++--- .../recordings/responses/d0ac68cbde69.json | 45 +- .../recordings/responses/e9c8a0e4f0e0.json | 10 +- .../recordings/responses/f70f30f54211.json | 10 +- .../tool_runtime/test_mcp_json_schema.py | 13 +- 21 files changed, 4085 insertions(+), 6339 deletions(-) diff --git a/llama_stack/models/llama/llama3/prompt_templates/system_prompts.py b/llama_stack/models/llama/llama3/prompt_templates/system_prompts.py index fb2728b4d..11a5993e9 100644 --- a/llama_stack/models/llama/llama3/prompt_templates/system_prompts.py +++ b/llama_stack/models/llama/llama3/prompt_templates/system_prompts.py @@ -258,8 +258,8 @@ class PythonListCustomToolGenerator(PromptTemplateGeneratorBase): # noqa: N801 {# manually setting up JSON because jinja sorts keys in unexpected ways -#} {%- set tname = t.tool_name -%} {%- set tdesc = t.description -%} - {%- set tprops = t.input_schema.get('properties', {}) -%} - {%- set required_params = t.input_schema.get('required', []) -%} + {%- set tprops = (t.input_schema or {}).get('properties', {}) -%} + {%- set required_params = (t.input_schema or {}).get('required', []) -%} { "name": "{{tname}}", "description": "{{tdesc}}", diff --git a/llama_stack/providers/inline/agents/meta_reference/agent_instance.py b/llama_stack/providers/inline/agents/meta_reference/agent_instance.py index 221904872..7837a5476 100644 --- a/llama_stack/providers/inline/agents/meta_reference/agent_instance.py +++ b/llama_stack/providers/inline/agents/meta_reference/agent_instance.py @@ -790,37 +790,11 @@ class ChatAgent(ShieldRunnerMixin): if tool_name_to_def.get(tool_def.name, None): raise ValueError(f"Tool {tool_def.name} already exists") - # Build JSON Schema from tool parameters - properties = {} - required = [] - - for param in tool_def.parameters: - param_schema = { - "type": param.parameter_type, - "description": param.description, - } - if param.default is not None: - param_schema["default"] = param.default - if param.items is not None: - param_schema["items"] = param.items - if param.title is not None: - param_schema["title"] = param.title - - properties[param.name] = param_schema - - if param.required: - required.append(param.name) - - input_schema = { - "type": "object", - "properties": properties, - "required": required, - } - + # Use input_schema from ToolDef directly tool_name_to_def[tool_def.name] = ToolDefinition( tool_name=tool_def.name, description=tool_def.description, - input_schema=input_schema, + input_schema=tool_def.input_schema, ) for toolgroup_name_with_maybe_tool_name in agent_config_toolgroups: toolgroup_name, input_tool_name = self._parse_toolgroup_name(toolgroup_name_with_maybe_tool_name) diff --git a/tests/integration/inference/test_tools_with_schemas.py b/tests/integration/inference/test_tools_with_schemas.py index ea0a55405..2170e7fe4 100644 --- a/tests/integration/inference/test_tools_with_schemas.py +++ b/tests/integration/inference/test_tools_with_schemas.py @@ -199,14 +199,14 @@ class TestMCPToolsInChatCompletion: } # Get the tools from MCP - tools_response = llama_stack_client.tool_runtime.list_runtime_tools( + tools_response = llama_stack_client.tool_runtime.list_tools( tool_group_id=test_toolgroup_id, extra_headers=auth_headers, ) # Convert to OpenAI format for inference tools = [] - for tool in tools_response.data: + for tool in tools_response: tools.append( { "type": "function", diff --git a/tests/integration/recordings/responses/0e8f2b001dd9.json b/tests/integration/recordings/responses/0e8f2b001dd9.json index 6bcdfdfed..24ea5322c 100644 --- a/tests/integration/recordings/responses/0e8f2b001dd9.json +++ b/tests/integration/recordings/responses/0e8f2b001dd9.json @@ -20,14 +20,14 @@ "body": { "__type__": "openai.types.chat.chat_completion.ChatCompletion", "__data__": { - "id": "chatcmpl-161", + "id": "chatcmpl-494", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { - "content": "The answer is Saturn.", + "content": "You're referring to Saturn's majestic ring system. Yes, the answer is Saturn! Its ring system is one of the most well-known and iconic in our solar system. The rings are made up of ice particles and rock debris that orbit around Saturn, stretching out for hundreds of thousands of miles.", "refusal": null, "role": "assistant", "annotations": null, @@ -37,15 +37,15 @@ } } ], - "created": 1756921364, + "created": 1759351471, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion", "service_tier": null, "system_fingerprint": "fp_ollama", "usage": { - "completion_tokens": 6, + "completion_tokens": 60, "prompt_tokens": 39, - "total_tokens": 45, + "total_tokens": 99, "completion_tokens_details": null, "prompt_tokens_details": null } diff --git a/tests/integration/recordings/responses/325a72db5755.json b/tests/integration/recordings/responses/325a72db5755.json index ca3eea2f3..7bf2640d5 100644 --- a/tests/integration/recordings/responses/325a72db5755.json +++ b/tests/integration/recordings/responses/325a72db5755.json @@ -21,7 +21,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": 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"llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, diff --git a/tests/integration/recordings/responses/3a81146f2afa.json b/tests/integration/recordings/responses/3a81146f2afa.json index e2d2d52d6..5218693f3 100644 --- a/tests/integration/recordings/responses/3a81146f2afa.json +++ b/tests/integration/recordings/responses/3a81146f2afa.json @@ -18,7 +18,7 @@ { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-439", + "id": "cmpl-591", "choices": [ { "finish_reason": null, @@ -27,7 +27,7 @@ "text": "Blue" } ], - "created": 1757857132, + "created": 1759351454, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", @@ -37,7 +37,7 @@ { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-439", + "id": "cmpl-591", "choices": [ { "finish_reason": null, @@ -46,7 +46,7 @@ "text": ".\n\n" } ], - "created": 1757857132, + "created": 1759351454, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", @@ -56,16 +56,16 @@ { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-439", + "id": "cmpl-591", "choices": [ { "finish_reason": null, "index": 0, "logprobs": null, - "text": "The" + "text": "I" } ], - "created": 1757857132, + "created": 1759351455, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", @@ -75,7 +75,7 @@ { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-439", + "id": "cmpl-591", "choices": [ { "finish_reason": null, @@ -84,7 +84,7 @@ "text": " completed" } ], - "created": 1757857132, + "created": 1759351455, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", @@ -94,805 +94,7 @@ { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-439", - "choices": [ - { - "finish_reason": null, - "index": 0, - 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"openai.types.completion.Completion", + "__data__": { + "id": "cmpl-591", + "choices": [ + { + "finish_reason": null, + "index": 0, + "logprobs": null, + "text": " like" + } + ], + "created": 1759351456, + "model": "llama3.2:3b-instruct-fp16", + "object": "text_completion", + "system_fingerprint": "fp_ollama", + "usage": null + } + }, + { + "__type__": "openai.types.completion.Completion", + "__data__": { + "id": "cmpl-591", "choices": [ { "finish_reason": "length", @@ -977,7 +977,7 @@ "text": "" } ], - "created": 1757857132, + "created": 1759351456, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", diff --git a/tests/integration/recordings/responses/3ca695048bee.json b/tests/integration/recordings/responses/3ca695048bee.json index b307b2f98..77e2a77ec 100644 --- a/tests/integration/recordings/responses/3ca695048bee.json +++ b/tests/integration/recordings/responses/3ca695048bee.json @@ -39,7 +39,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-3", + "id": "chatcmpl-220", "choices": [ { "delta": { @@ -50,7 +50,7 @@ "tool_calls": [ { "index": 0, - "id": "call_3kigugt3", + "id": "call_qfe4vie8", "function": { "arguments": "{\"city\":\"Tokyo\"}", "name": "get_weather" @@ -64,7 +64,7 @@ "logprobs": null } ], - "created": 1756921361, + "created": 1759351469, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, @@ -75,7 +75,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-3", + "id": "chatcmpl-220", "choices": [ { "delta": { @@ -90,7 +90,7 @@ "logprobs": null } ], - "created": 1756921361, + "created": 1759351469, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, diff --git a/tests/integration/recordings/responses/4f00cf740aba.json b/tests/integration/recordings/responses/4f00cf740aba.json 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-0.07833652, + 0.02169359, + -0.013075168, + 0.072521746, + -0.0649658, + -0.029920656, + -0.017777385, + 0.033904497, + 0.02919506, + 0.08793891, + 0.008437021, + 0.064442866, + -0.01656208 ], "index": 0, "object": "embedding" diff --git a/tests/integration/recordings/responses/6412295819a1.json b/tests/integration/recordings/responses/6412295819a1.json index 728380b02..5d825494f 100644 --- a/tests/integration/recordings/responses/6412295819a1.json +++ b/tests/integration/recordings/responses/6412295819a1.json @@ -16,23 +16,23 @@ "body": { "__type__": "openai.types.completion.Completion", "__data__": { - "id": "cmpl-104", + "id": "cmpl-602", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, - "text": "blue.\n\nI completed the sentence with \"blue\" because it is a common completion used to complete the traditional nursery rhyme, which ends with:\n\nRoses are red,\nViolets are blue.\n\nThe complete rhyme is often remembered and recited as follows:\n\nRoses are red,\nViolets are blue,\nSugar is sweet,\nAnd so are you!" + "text": "Blue.\n\nMy response is \"blue\" because it completes a classic English nursery rhyme:\n\nRoses are red,\nViolets are blue,\nSugar is sweet,\nAnd so are you.\n\nIn this context, the traditional completion of the sentence uses the word \"blue\". However, if I were to choose my own alternative completion, I might opt for a whimsical or unconventional option." } ], - "created": 1757857132, + "created": 1759351454, "model": "llama3.2:3b-instruct-fp16", "object": "text_completion", "system_fingerprint": "fp_ollama", "usage": { - "completion_tokens": 72, + "completion_tokens": 77, "prompt_tokens": 50, - "total_tokens": 122, + "total_tokens": 127, "completion_tokens_details": null, "prompt_tokens_details": null } diff --git a/tests/integration/recordings/responses/6f96090aa955.json b/tests/integration/recordings/responses/6f96090aa955.json index d0ac20442..375a2ac70 100644 --- a/tests/integration/recordings/responses/6f96090aa955.json +++ b/tests/integration/recordings/responses/6f96090aa955.json @@ -21,7 +21,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-698", + "id": "chatcmpl-177", "choices": [ { "delta": { @@ -36,7 +36,7 @@ "logprobs": null } ], - "created": 1756921359, + "created": 1759351466, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, @@ -47,7 +47,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-698", + "id": "chatcmpl-177", "choices": [ { "delta": { @@ -62,7 +62,7 @@ "logprobs": null } ], - "created": 1756921359, + "created": 1759351466, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, @@ -73,7 +73,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-698", + "id": "chatcmpl-177", "choices": [ { "delta": { @@ -88,7 +88,7 @@ "logprobs": null } ], - "created": 1756921359, + "created": 1759351467, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion.chunk", "service_tier": null, @@ -99,7 +99,7 @@ { "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk", "__data__": { - "id": "chatcmpl-698", 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a/tests/integration/recordings/responses/8ce928ad0b85.json +++ b/tests/integration/recordings/responses/8ce928ad0b85.json @@ -19,390 +19,390 @@ "data": [ { "embedding": [ - 0.043770123, - 0.021501394, - -0.081300564, - 0.010615138, - -0.07908651, - -0.03219175, - 0.13090447, - 0.042329222, - -0.11600146, - -0.07588096, - 0.041826088, - -0.080617175, - 0.038125783, - -0.01069657, - 0.01577377, - -0.04196888, - 0.043099895, - -0.033355612, - 0.013571747, - -0.0103924, - 0.015561896, - -0.03786113, - -0.050319925, - -0.02566629, - -0.047868017, - -0.08717805, - 0.01685358, - -0.03676223, - 0.0063788705, - 0.020863743, - 0.11264443, - -0.0021451844, - -0.07911777, - 0.038758967, - 0.115321144, - -0.019753717, - 0.0067159277, - -0.02115779, - -0.0144774495, - -0.0027154125, - -0.034384295, - -0.052576542, - -0.030578543, - 0.04745372, - -0.024294367, - 0.01091144, - -0.03947583, - 0.07183755, - -0.020715859, - 0.018965777, - 0.04292474, - -0.007755194, - 0.0025708016, - -0.058263537, - 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a/tests/integration/recordings/responses/a4c8d19bb1eb.json +++ b/tests/integration/recordings/responses/a4c8d19bb1eb.json @@ -20,7 +20,7 @@ "body": { "__type__": "openai.types.chat.chat_completion.ChatCompletion", "__data__": { - "id": "chatcmpl-715", + "id": "chatcmpl-498", "choices": [ { "finish_reason": "stop", @@ -37,7 +37,7 @@ } } ], - "created": 1756921367, + "created": 1759351474, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion", "service_tier": null, diff --git a/tests/integration/recordings/responses/c13d7510774c.json b/tests/integration/recordings/responses/c13d7510774c.json index 00e9659e9..b51ac089e 100644 --- a/tests/integration/recordings/responses/c13d7510774c.json +++ b/tests/integration/recordings/responses/c13d7510774c.json @@ -18,390 +18,390 @@ "data": [ { "embedding": [ - -0.0011296043, - 0.06740522, - 0.015186453, - 0.037259158, - 0.02935556, - 0.015181291, - 0.07432997, - -0.0033194474, - 0.0658106, - -0.021833794, - 0.034404922, - 0.05099269, - 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0.01190173, + 0.007895162, + 0.04894733, + 0.00487708, + 0.08263861, + -0.014527478, + -0.043879665, + 0.004633697, + 0.024611989, + 0.023827499, + 0.02366802, + 0.050754935, + -0.051841788, + 0.0212632, + -0.0034418616, + -0.021175656, + 0.020591663, + -0.06475325, + 0.0542002, + 0.027792262, + -0.05295982, + 0.01509645, + -0.11977527, + -0.03416359, + -0.012206606, + 0.047451705, + 0.020876253, + -0.026368074, + 0.01502373, + 0.033982284, + 0.059788153, + -0.052526973, + 0.03356499, + 0.061180886, + 0.096336305, + 0.116353564, + -0.016122948 ], "index": 0, "object": "embedding" diff --git a/tests/integration/recordings/responses/d0ac68cbde69.json b/tests/integration/recordings/responses/d0ac68cbde69.json index 4dcc6a69b..4b3bcaa1d 100644 --- a/tests/integration/recordings/responses/d0ac68cbde69.json +++ b/tests/integration/recordings/responses/d0ac68cbde69.json @@ -12,13 +12,31 @@ "__type__": "ollama._types.ProcessResponse", "__data__": { "models": [ + { + "model": "llama3.2:3b", + "name": "llama3.2:3b", + "digest": "a80c4f17acd55265feec403c7aef86be0c25983ab279d83f3bcd3abbcb5b8b72", + "expires_at": "2025-10-01T14:42:00.149364-07:00", + "size": 3367856128, + "size_vram": 3367856128, + "details": { + "parent_model": "", + "format": "gguf", + "family": "llama", + "families": [ + "llama" + ], + "parameter_size": "3.2B", + "quantization_level": "Q4_K_M" + } + }, { "model": "llama3.2:3b-instruct-fp16", "name": "llama3.2:3b-instruct-fp16", "digest": "195a8c01d91ec3cb1e0aad4624a51f2602c51fa7d96110f8ab5a20c84081804d", - "expires_at": "2025-09-30T14:29:52.682809-07:00", - "size": 8581748736, - "size_vram": 8581748736, + "expires_at": "2025-10-01T13:49:34.349274-07:00", + "size": 7919570944, + "size_vram": 7919570944, "details": { "parent_model": "", "format": "gguf", @@ -28,8 +46,25 @@ ], "parameter_size": "3.2B", "quantization_level": "F16" - }, - "context_length": null + } + }, + { + "model": "all-minilm:l6-v2", + "name": "all-minilm:l6-v2", + "digest": "1b226e2802dbb772b5fc32a58f103ca1804ef7501331012de126ab22f67475ef", + "expires_at": "2025-10-01T13:49:25.407653-07:00", + "size": 585846784, + "size_vram": 585846784, + "details": { + "parent_model": "", + "format": "gguf", + "family": "bert", + "families": [ + "bert" + ], + "parameter_size": "23M", + "quantization_level": "F16" + } } ] } diff --git a/tests/integration/recordings/responses/e9c8a0e4f0e0.json b/tests/integration/recordings/responses/e9c8a0e4f0e0.json index 87a208405..9fa4d9a16 100644 --- a/tests/integration/recordings/responses/e9c8a0e4f0e0.json +++ b/tests/integration/recordings/responses/e9c8a0e4f0e0.json @@ -20,14 +20,14 @@ "body": { "__type__": "openai.types.chat.chat_completion.ChatCompletion", "__data__": { - "id": "chatcmpl-957", + "id": "chatcmpl-875", "choices": [ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { - "content": "Humans live on Earth. It's a terrestrial planet in the Solar System, located in the outer reaches of the Sun's gravitational pull.", + "content": "Humans live on Earth.", "refusal": null, "role": "assistant", "annotations": null, @@ -37,15 +37,15 @@ } } ], - "created": 1756921355, + "created": 1759351466, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion", "service_tier": null, "system_fingerprint": "fp_ollama", "usage": { - "completion_tokens": 28, + "completion_tokens": 6, "prompt_tokens": 32, - "total_tokens": 60, + "total_tokens": 38, "completion_tokens_details": null, "prompt_tokens_details": null } diff --git a/tests/integration/recordings/responses/f70f30f54211.json b/tests/integration/recordings/responses/f70f30f54211.json index c4dd90e68..12e5ed31f 100644 --- a/tests/integration/recordings/responses/f70f30f54211.json +++ b/tests/integration/recordings/responses/f70f30f54211.json @@ -38,7 +38,7 @@ "body": { "__type__": "openai.types.chat.chat_completion.ChatCompletion", "__data__": { - "id": "chatcmpl-10", + "id": "chatcmpl-958", "choices": [ { "finish_reason": "tool_calls", @@ -53,7 +53,7 @@ "function_call": null, "tool_calls": [ { - "id": "call_7cm57k1b", + "id": "call_wc359mqt", "function": { "arguments": "{\"city\":\"Tokyo\"}", "name": "get_weather" @@ -65,15 +65,15 @@ } } ], - "created": 1756921368, + "created": 1759351475, "model": "llama3.2:3b-instruct-fp16", "object": "chat.completion", "service_tier": null, "system_fingerprint": "fp_ollama", "usage": { - "completion_tokens": 18, + "completion_tokens": 14, "prompt_tokens": 177, - "total_tokens": 195, + "total_tokens": 191, "completion_tokens_details": null, "prompt_tokens_details": null } diff --git a/tests/integration/tool_runtime/test_mcp_json_schema.py b/tests/integration/tool_runtime/test_mcp_json_schema.py index 7765ba7bd..76dd313d9 100644 --- a/tests/integration/tool_runtime/test_mcp_json_schema.py +++ b/tests/integration/tool_runtime/test_mcp_json_schema.py @@ -129,12 +129,12 @@ class TestMCPSchemaPreservation: } # List runtime tools - response = llama_stack_client.tool_runtime.list_runtime_tools( + response = llama_stack_client.tool_runtime.list_tools( tool_group_id=test_toolgroup_id, extra_headers=auth_headers, ) - tools = response.data + tools = response assert len(tools) > 0 # Check each tool has input_schema @@ -166,20 +166,19 @@ class TestMCPSchemaPreservation: provider_id="model-context-protocol", mcp_endpoint=dict(uri=uri), ) - provider_data = {"mcp_headers": {uri: {"Authorization": f"Bearer {AUTH_TOKEN}"}}} auth_headers = { "X-LlamaStack-Provider-Data": json.dumps(provider_data), } # List tools - response = llama_stack_client.tool_runtime.list_runtime_tools( + response = llama_stack_client.tool_runtime.list_tools( tool_group_id=test_toolgroup_id, extra_headers=auth_headers, ) # Find book_flight tool (which should have $ref/$defs) - book_flight_tool = next((t for t in response.data if t.name == "book_flight"), None) + book_flight_tool = next((t for t in response if t.name == "book_flight"), None) if book_flight_tool and book_flight_tool.input_schema: # If the MCP server provides $defs, they should be preserved @@ -222,13 +221,13 @@ class TestMCPSchemaPreservation: "X-LlamaStack-Provider-Data": json.dumps(provider_data), } - response = llama_stack_client.tool_runtime.list_runtime_tools( + response = llama_stack_client.tool_runtime.list_tools( tool_group_id=test_toolgroup_id, extra_headers=auth_headers, ) # Find get_weather tool - weather_tool = next((t for t in response.data if t.name == "get_weather"), None) + weather_tool = next((t for t in response if t.name == "get_weather"), None) if weather_tool: # Check if output_schema field exists and is preserved