feat: enable MCP execution in Response implementation

This commit is contained in:
Ashwin Bharambe 2025-05-22 20:21:47 -07:00
parent a411029d7e
commit 5937d94da5
9 changed files with 728 additions and 174 deletions

View file

@ -4,53 +4,26 @@
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
from contextlib import asynccontextmanager
from typing import Any
from urllib.parse import urlparse
import exceptiongroup
import httpx
from mcp import ClientSession
from mcp import types as mcp_types
from mcp.client.sse import sse_client
from llama_stack.apis.common.content_types import URL, ImageContentItem, TextContentItem
from llama_stack.apis.common.content_types import URL
from llama_stack.apis.datatypes import Api
from llama_stack.apis.tools import (
ListToolDefsResponse,
ToolDef,
ToolInvocationResult,
ToolParameter,
ToolRuntime,
)
from llama_stack.distribution.datatypes import AuthenticationRequiredError
from llama_stack.distribution.request_headers import NeedsRequestProviderData
from llama_stack.log import get_logger
from llama_stack.providers.datatypes import ToolsProtocolPrivate
from llama_stack.providers.utils.tools.mcp import convert_header_list_to_dict, invoke_mcp_tool, list_mcp_tools
from .config import MCPProviderConfig
logger = get_logger(__name__, category="tools")
@asynccontextmanager
async def sse_client_wrapper(endpoint: str, headers: dict[str, str]):
try:
async with sse_client(endpoint, headers=headers) as streams:
async with ClientSession(*streams) as session:
await session.initialize()
yield session
except BaseException as e:
if isinstance(e, exceptiongroup.BaseExceptionGroup):
for exc in e.exceptions:
if isinstance(exc, httpx.HTTPStatusError) and exc.response.status_code == 401:
raise AuthenticationRequiredError(exc) from exc
elif isinstance(e, httpx.HTTPStatusError) and e.response.status_code == 401:
raise AuthenticationRequiredError(e) from e
raise
class ModelContextProtocolToolRuntimeImpl(ToolsProtocolPrivate, ToolRuntime, NeedsRequestProviderData):
def __init__(self, config: MCPProviderConfig, _deps: dict[Api, Any]):
self.config = config
@ -64,32 +37,8 @@ class ModelContextProtocolToolRuntimeImpl(ToolsProtocolPrivate, ToolRuntime, Nee
# this endpoint should be retrieved by getting the tool group right?
if mcp_endpoint is None:
raise ValueError("mcp_endpoint is required")
headers = await self.get_headers_from_request(mcp_endpoint.uri)
tools = []
async with sse_client_wrapper(mcp_endpoint.uri, headers) as session:
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(
ToolDef(
name=tool.name,
description=tool.description,
parameters=parameters,
metadata={
"endpoint": mcp_endpoint.uri,
},
)
)
return ListToolDefsResponse(data=tools)
return await list_mcp_tools(mcp_endpoint.uri, headers)
async def invoke_tool(self, tool_name: str, kwargs: dict[str, Any]) -> ToolInvocationResult:
tool = await self.tool_store.get_tool(tool_name)
@ -100,23 +49,7 @@ class ModelContextProtocolToolRuntimeImpl(ToolsProtocolPrivate, ToolRuntime, Nee
raise ValueError(f"Endpoint {endpoint} is not a valid HTTP(S) URL")
headers = await self.get_headers_from_request(endpoint)
async with sse_client_wrapper(endpoint, headers) as session:
result = await session.call_tool(tool.identifier, kwargs)
content = []
for item in result.content:
if isinstance(item, mcp_types.TextContent):
content.append(TextContentItem(text=item.text))
elif isinstance(item, mcp_types.ImageContent):
content.append(ImageContentItem(image=item.data))
elif isinstance(item, mcp_types.EmbeddedResource):
logger.warning(f"EmbeddedResource is not supported: {item}")
else:
raise ValueError(f"Unknown content type: {type(item)}")
return ToolInvocationResult(
content=content,
error_code=1 if result.isError else 0,
)
return await invoke_mcp_tool(endpoint, headers, tool_name, kwargs)
async def get_headers_from_request(self, mcp_endpoint_uri: str) -> dict[str, str]:
def canonicalize_uri(uri: str) -> str:
@ -129,9 +62,5 @@ class ModelContextProtocolToolRuntimeImpl(ToolsProtocolPrivate, ToolRuntime, Nee
for uri, values in provider_data.mcp_headers.items():
if canonicalize_uri(uri) != canonicalize_uri(mcp_endpoint_uri):
continue
for entry in values:
parts = entry.split(":")
if len(parts) == 2:
k, v = parts
headers[k.strip()] = v.strip()
headers.update(convert_header_list_to_dict(values))
return headers