add model context protocol provider

This commit is contained in:
Dinesh Yeduguru 2024-12-19 15:45:32 -08:00
parent dc21e14f64
commit 33af4f919f
8 changed files with 160 additions and 10 deletions

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@ -4,11 +4,11 @@
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from typing import Any, Dict
from typing import Any, Dict, List
import requests
from llama_stack.apis.tools import Tool, ToolInvocationResult, ToolRuntime
from llama_stack.apis.tools import Tool, ToolGroup, ToolInvocationResult, ToolRuntime
from llama_stack.distribution.request_headers import NeedsRequestProviderData
from llama_stack.providers.datatypes import ToolsProtocolPrivate
@ -42,6 +42,9 @@ class BraveSearchToolRuntimeImpl(
)
return provider_data.api_key
async def discover_tools(self, tool_group: ToolGroup) -> List[Tool]:
raise NotImplementedError("Brave search tool group not supported")
async def invoke_tool(
self, tool_id: str, args: Dict[str, Any]
) -> ToolInvocationResult:

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@ -6,7 +6,13 @@
from typing import List
from llama_stack.distribution.datatypes import Api, InlineProviderSpec, ProviderSpec
from llama_stack.distribution.datatypes import (
AdapterSpec,
Api,
InlineProviderSpec,
ProviderSpec,
remote_provider_spec,
)
def available_providers() -> List[ProviderSpec]:
@ -19,4 +25,13 @@ def available_providers() -> List[ProviderSpec]:
config_class="llama_stack.providers.inline.tool_runtime.brave_search.config.BraveSearchToolConfig",
provider_data_validator="llama_stack.providers.inline.tool_runtime.brave_search.BraveSearchToolProviderDataValidator",
),
remote_provider_spec(
api=Api.tool_runtime,
adapter=AdapterSpec(
adapter_type="model-context-protocol",
module="llama_stack.providers.remote.tool_runtime.model_context_protocol",
config_class="llama_stack.providers.remote.tool_runtime.model_context_protocol.config.ModelContextProtocolConfig",
pip_packages=["mcp"],
),
),
]

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@ -0,0 +1,21 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from pydantic import BaseModel
from .config import ModelContextProtocolConfig
from .model_context_protocol import ModelContextProtocolToolRuntimeImpl
class ModelContextProtocolToolProviderDataValidator(BaseModel):
api_key: str
async def get_adapter_impl(config: ModelContextProtocolConfig, _deps):
impl = ModelContextProtocolToolRuntimeImpl(config)
await impl.initialize()
return impl

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@ -0,0 +1,11 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from pydantic import BaseModel
class ModelContextProtocolConfig(BaseModel):
pass

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@ -0,0 +1,85 @@
# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from typing import Any, Dict, List
from urllib.parse import urlparse
from llama_stack.apis.tools import (
MCPToolGroup,
Tool,
ToolGroup,
ToolInvocationResult,
ToolParameter,
ToolRuntime,
)
from llama_stack.providers.datatypes import ToolsProtocolPrivate
from mcp import ClientSession
from mcp.client.sse import sse_client
from .config import ModelContextProtocolConfig
class ModelContextProtocolToolRuntimeImpl(ToolsProtocolPrivate, ToolRuntime):
def __init__(self, config: ModelContextProtocolConfig):
self.config = config
async def initialize(self):
pass
async def discover_tools(self, tool_group: ToolGroup) -> List[Tool]:
if not isinstance(tool_group, MCPToolGroup):
raise ValueError(f"Unsupported tool group type: {type(tool_group)}")
tools = []
async with sse_client(tool_group.endpoint.uri) as streams:
async with ClientSession(*streams) as session:
await session.initialize()
tools_result = await session.list_tools()
for tool in tools_result.tools:
parameters = []
for param_name, param_schema in tool.inputSchema.get(
"properties", {}
).items():
parameters.append(
ToolParameter(
name=param_name,
parameter_type=param_schema.get("type", "string"),
description=param_schema.get("description", ""),
)
)
tools.append(
Tool(
identifier=tool.name,
description=tool.description,
tool_group=tool_group.name,
parameters=parameters,
metadata={
"endpoint": tool_group.endpoint.uri,
},
provider_resource_id=tool.name,
)
)
return tools
async def invoke_tool(
self, tool_id: str, args: Dict[str, Any]
) -> ToolInvocationResult:
tool = await self.tool_store.get_tool(tool_id)
if tool.metadata is None or tool.metadata.get("endpoint") is None:
raise ValueError(f"Tool {tool_id} does not have metadata")
endpoint = tool.metadata.get("endpoint")
if urlparse(endpoint).scheme not in ("http", "https"):
raise ValueError(f"Endpoint {endpoint} is not a valid HTTP(S) URL")
async with sse_client(endpoint) as streams:
async with ClientSession(*streams) as session:
await session.initialize()
result = await session.call_tool(tool.identifier, args)
return ToolInvocationResult(
content="\n".join([result.model_dump_json() for result in result.content]),
error_code=1 if result.isError else 0,
)