From 9c1a5b0cb79be2df8ea59f77419d2b44c8e9ffc8 Mon Sep 17 00:00:00 2001 From: Sydney Runkle Date: Wed, 19 Aug 2026 09:05:37 -0700 Subject: [PATCH] feat(langchain): add `langchain.mcp` for loading MCP tools Adds an optional `langchain.mcp` module that turns the tools on an MCP server into LangChain tools. Connection concerns (transport, multi-server configuration, auth, protocol negotiation) are handled by the FastMCP client; this package only does the conversion. `load_mcp_tools(client)` returns `list[BaseTool]`. Install with `langchain[mcp]`, which pulls the lightweight `fastmcp-slim[client]`. --- libs/langchain_v1/langchain/mcp/__init__.py | 38 + libs/langchain_v1/langchain/mcp/tools.py | 154 +++ libs/langchain_v1/pyproject.toml | 2 + .../tests/integration_tests/mcp/__init__.py | 0 .../tests/integration_tests/mcp/_server.py | 21 + .../integration_tests/mcp/test_client.py | 32 + .../tests/unit_tests/mcp/__init__.py | 0 .../tests/unit_tests/mcp/test_tools.py | 164 +++ libs/langchain_v1/uv.lock | 1101 ++++++++++++++++- 9 files changed, 1502 insertions(+), 10 deletions(-) create mode 100644 libs/langchain_v1/langchain/mcp/__init__.py create mode 100644 libs/langchain_v1/langchain/mcp/tools.py create mode 100644 libs/langchain_v1/tests/integration_tests/mcp/__init__.py create mode 100644 libs/langchain_v1/tests/integration_tests/mcp/_server.py create mode 100644 libs/langchain_v1/tests/integration_tests/mcp/test_client.py create mode 100644 libs/langchain_v1/tests/unit_tests/mcp/__init__.py create mode 100644 libs/langchain_v1/tests/unit_tests/mcp/test_tools.py diff --git a/libs/langchain_v1/langchain/mcp/__init__.py b/libs/langchain_v1/langchain/mcp/__init__.py new file mode 100644 index 0000000000..8a616b84df --- /dev/null +++ b/libs/langchain_v1/langchain/mcp/__init__.py @@ -0,0 +1,38 @@ +"""LangChain integration for the Model Context Protocol (MCP). + +Convert the tools exposed by an MCP server into native LangChain tools. Connections are +managed by [FastMCP](https://gofastmcp.com); this package only converts tools. Requires +the optional `mcp` dependency: + +```bash +pip install "langchain[mcp]" +``` + +Example: + ```python + from fastmcp import Client + + from langchain.mcp import load_mcp_tools + + async with Client("https://example.com/mcp") as client: + tools = await load_mcp_tools(client) + ``` +""" + +from __future__ import annotations + +try: + import fastmcp # noqa: F401 +except ImportError as e: # pragma: no cover + msg = ( + "langchain.mcp requires the optional 'mcp' dependency. " + 'Install it with: pip install "langchain[mcp]"' + ) + raise ModuleNotFoundError(msg) from e + +from langchain.mcp.tools import convert_mcp_tool, load_mcp_tools + +__all__ = [ + "convert_mcp_tool", + "load_mcp_tools", +] diff --git a/libs/langchain_v1/langchain/mcp/tools.py b/libs/langchain_v1/langchain/mcp/tools.py new file mode 100644 index 0000000000..059ff6c238 --- /dev/null +++ b/libs/langchain_v1/langchain/mcp/tools.py @@ -0,0 +1,154 @@ +"""Load tools from an MCP server (via a FastMCP client) as LangChain tools.""" + +from __future__ import annotations + +import json +from typing import TYPE_CHECKING, Any + +from langchain_core.messages.content import ( + ContentBlock, + create_file_block, + create_image_block, + create_text_block, +) +from langchain_core.tools import StructuredTool, ToolException +from mcp.types import ( + AudioContent, + ImageContent, + ResourceLink, + TextContent, + TextResourceContents, +) + +if TYPE_CHECKING: + from fastmcp import Client + from fastmcp.client.client import CallToolResult + from fastmcp.client.transports import ClientTransport + from langchain_core.tools import BaseTool + from mcp.types import ContentBlock as MCPContentBlock + from mcp.types import Tool as MCPTool + +# Result artifact carrying the server's structured (JSON) output, when provided. +_STRUCTURED_CONTENT_KEY = "structured_content" + + +async def load_mcp_tools(client: Client[ClientTransport]) -> list[BaseTool]: + """Load the tools exposed by an MCP server as LangChain tools. + + Connection, transport, multi-server configuration, authentication, and protocol + negotiation are all handled by the FastMCP client; this function only converts the + server's tools into LangChain tools. + + Args: + client: A FastMCP [`Client`][fastmcp.Client]. Enter it as an async context + manager (`async with client: ...`) to reuse a single connection across tool + calls; otherwise FastMCP connects per call as needed. + + Returns: + The server's tools as LangChain tools. + """ + tools = await client.list_tools() + return [convert_mcp_tool(tool, client) for tool in tools] + + +def convert_mcp_tool(tool: MCPTool, client: Client[ClientTransport]) -> BaseTool: + """Convert a single MCP tool definition into a LangChain tool. + + Args: + tool: The MCP tool definition to convert. + client: FastMCP client used to invoke the tool. + + Returns: + A [`StructuredTool`][langchain_core.tools.StructuredTool] wrapping the MCP tool. + """ + tool_name = tool.name + + async def call_tool(**arguments: Any) -> tuple[list[ContentBlock], dict[str, Any] | None]: + result = await client.call_tool(tool_name, arguments, raise_on_error=False) + return _convert_call_result(result) + + return StructuredTool( + name=tool_name, + description=tool.description or "", + args_schema=tool.input_schema, + coroutine=call_tool, + response_format="content_and_artifact", + metadata=_tool_metadata(tool), + ) + + +def _tool_metadata(tool: MCPTool) -> dict[str, Any] | None: + """Collect MCP-specific metadata (annotations, `_meta`) for the LangChain tool.""" + metadata: dict[str, Any] = {} + if tool.annotations is not None: + metadata["annotations"] = tool.annotations.model_dump(exclude_none=True) + if tool.meta is not None: + metadata["_meta"] = tool.meta + return metadata or None + + +def _convert_call_result( + result: CallToolResult, +) -> tuple[list[ContentBlock], dict[str, Any] | None]: + """Convert an MCP tool-call result into LangChain content and an artifact. + + Args: + result: The result returned by the FastMCP client. + + Returns: + A `(content, artifact)` tuple. `content` is a list of content blocks; `artifact` + carries the server's `structuredContent`, if any. + + Raises: + ToolException: If the server reported the tool call as an error. + """ + if result.is_error: + text = "\n".join(b.text for b in result.content if isinstance(b, TextContent)) + raise ToolException(text or "MCP tool call failed.") + + artifact: dict[str, Any] | None = None + if result.structured_content is not None: + artifact = {_STRUCTURED_CONTENT_KEY: result.structured_content} + + blocks = [_convert_content_block(block) for block in result.content] + if not blocks: + # Surface structured-only results so the model still sees a payload. + fallback = json.dumps(result.structured_content) if result.structured_content else "" + blocks = [create_text_block(fallback)] + + return blocks, artifact + + +def _convert_content_block(block: MCPContentBlock) -> ContentBlock: + """Map an MCP content block to the equivalent LangChain content block. + + Text maps to a text block and images to an image block. Everything else — audio, + binary blobs, resource links, and embedded non-text resources — maps to a file block + (text resources map to a text block). No provider currently accepts audio or video in + a tool result, so they are represented as file attachments rather than dedicated + audio/video blocks. + """ + if isinstance(block, TextContent): + return create_text_block(block.text) + if isinstance(block, ImageContent): + return create_image_block(base64=block.data, mime_type=block.mime_type) + if isinstance(block, AudioContent): + return create_file_block(base64=block.data, mime_type=block.mime_type) + if isinstance(block, ResourceLink): + return _resource_block(mime_type=block.mime_type, url=str(block.uri)) + resource = block.resource + if isinstance(resource, TextResourceContents): + return create_text_block(resource.text) + return _resource_block(mime_type=resource.mime_type, base64=resource.blob) + + +def _resource_block( + *, + mime_type: str | None, + url: str | None = None, + base64: str | None = None, +) -> ContentBlock: + """Route a linked or binary resource to an image block or a file block by MIME type.""" + if (mime_type or "").split("/", 1)[0] == "image": + return create_image_block(url=url, base64=base64, mime_type=mime_type) + return create_file_block(url=url, base64=base64, mime_type=mime_type) diff --git a/libs/langchain_v1/pyproject.toml b/libs/langchain_v1/pyproject.toml index 7e9e1aca0d..e8aedf7762 100644 --- a/libs/langchain_v1/pyproject.toml +++ b/libs/langchain_v1/pyproject.toml @@ -49,6 +49,7 @@ deepseek = ["langchain-deepseek"] xai = ["langchain-xai"] perplexity = ["langchain-perplexity"] meta = ["langchain-meta"] +mcp = ["fastmcp-slim[client]>=4.0.0b1"] [project.urls] Homepage = "https://docs.langchain.com/" @@ -75,6 +76,7 @@ test = [ "blockbuster>=1.5.26,<1.6.0", "langchain-tests>=1.1.9,<2.0.0", "langchain-openai", + "fastmcp>=4.0.0b1", ] lint = [ "ruff>=0.15.0,<0.17.0", diff --git a/libs/langchain_v1/tests/integration_tests/mcp/__init__.py b/libs/langchain_v1/tests/integration_tests/mcp/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/libs/langchain_v1/tests/integration_tests/mcp/_server.py b/libs/langchain_v1/tests/integration_tests/mcp/_server.py new file mode 100644 index 0000000000..3dbc23a6c6 --- /dev/null +++ b/libs/langchain_v1/tests/integration_tests/mcp/_server.py @@ -0,0 +1,21 @@ +"""Minimal MCP server used by integration tests (run over stdio).""" + +from fastmcp import FastMCP + +server = FastMCP("langchain-mcp-test") + + +@server.tool +def add(a: int, b: int) -> int: + """Add two integers.""" + return a + b + + +@server.tool +def greet(name: str) -> str: + """Greet someone by name.""" + return f"Hello, {name}!" + + +if __name__ == "__main__": + server.run() diff --git a/libs/langchain_v1/tests/integration_tests/mcp/test_client.py b/libs/langchain_v1/tests/integration_tests/mcp/test_client.py new file mode 100644 index 0000000000..8013f481b8 --- /dev/null +++ b/libs/langchain_v1/tests/integration_tests/mcp/test_client.py @@ -0,0 +1,32 @@ +"""Integration tests for `langchain.mcp` against a real stdio MCP server.""" + +from __future__ import annotations + +import sys +from pathlib import Path + +from fastmcp import Client +from fastmcp.client.transports import StdioTransport + +from langchain.mcp import load_mcp_tools + +_SERVER_SCRIPT = str(Path(__file__).parent / "_server.py") + +_ADD_CALL = {"type": "tool_call", "name": "add", "args": {"a": 2, "b": 3}, "id": "1"} + + +def _client() -> Client[StdioTransport]: + return Client(StdioTransport(command=sys.executable, args=[_SERVER_SCRIPT])) + + +async def test_load_mcp_tools_lists_server_tools() -> None: + async with _client() as client: + tools = await load_mcp_tools(client) + assert {"add", "greet"} <= {tool.name for tool in tools} + + +async def test_call_tool_end_to_end() -> None: + async with _client() as client: + tools = {tool.name: tool for tool in await load_mcp_tools(client)} + message = await tools["add"].ainvoke(_ADD_CALL) + assert "5" in str(message.content) diff --git a/libs/langchain_v1/tests/unit_tests/mcp/__init__.py b/libs/langchain_v1/tests/unit_tests/mcp/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/libs/langchain_v1/tests/unit_tests/mcp/test_tools.py b/libs/langchain_v1/tests/unit_tests/mcp/test_tools.py new file mode 100644 index 0000000000..30b66c5c9d --- /dev/null +++ b/libs/langchain_v1/tests/unit_tests/mcp/test_tools.py @@ -0,0 +1,164 @@ +"""Unit tests for `langchain.mcp` tool conversion. + +These exercise the pure conversion logic with a stubbed client; the live transport path +is covered by the integration tests. +""" + +from __future__ import annotations + +from types import SimpleNamespace +from typing import Any, get_type_hints + +import pytest +from langchain_core.tools import StructuredTool, ToolException +from mcp.types import ( + AudioContent, + BlobResourceContents, + EmbeddedResource, + ImageContent, + ResourceLink, + TextContent, + TextResourceContents, + Tool, +) + +from langchain.mcp import convert_mcp_tool, load_mcp_tools +from langchain.mcp.tools import _convert_call_result, _convert_content_block + +_ADD_CALL = {"type": "tool_call", "name": "add", "args": {"a": 2, "b": 3}, "id": "1"} + +_ADD_TOOL = Tool.model_validate( + { + "name": "add", + "description": "Add two integers.", + "inputSchema": { + "type": "object", + "properties": {"a": {"type": "integer"}, "b": {"type": "integer"}}, + "required": ["a", "b"], + }, + } +) + + +def _result( + *, + content: list[Any], + structured: dict[str, Any] | None = None, + is_error: bool = False, +) -> Any: + """Build a minimal stand-in for a FastMCP `CallToolResult`.""" + return SimpleNamespace(content=content, structured_content=structured, is_error=is_error) + + +class _StubClient: + """Minimal stand-in for a FastMCP `Client`.""" + + async def list_tools(self) -> list[Tool]: + return [_ADD_TOOL] + + async def call_tool(self, name: str, arguments: dict[str, Any], *, raise_on_error: bool) -> Any: # noqa: ARG002 + return _result(content=[TextContent(type="text", text="5")], structured={"result": 5}) + + +def test_convert_content_block_text() -> None: + block = _convert_content_block(TextContent(type="text", text="hi")) + assert block["type"] == "text" + assert block["text"] == "hi" + + +def test_convert_content_block_image_and_audio() -> None: + image = _convert_content_block(ImageContent(type="image", data="AAA", mime_type="image/png")) + assert image["type"] == "image" + assert image["base64"] == "AAA" + assert image["mime_type"] == "image/png" + + # Audio has no dedicated tool-result block across providers, so it maps to a file. + audio = _convert_content_block(AudioContent(type="audio", data="BBB", mime_type="audio/wav")) + assert audio["type"] == "file" + assert audio["base64"] == "BBB" + assert audio["mime_type"] == "audio/wav" + + +def test_convert_resource_link_routes_by_mime_type() -> None: + image = _convert_content_block( + ResourceLink( + type="resource_link", name="i", uri="https://ex.com/i.png", mime_type="image/png" + ) + ) + assert image["type"] == "image" + assert "i.png" in image["url"] + + doc = _convert_content_block( + ResourceLink( + type="resource_link", name="d", uri="https://ex.com/d.pdf", mime_type="application/pdf" + ) + ) + assert doc["type"] == "file" + assert "d.pdf" in doc["url"] + + +def test_convert_embedded_resource() -> None: + text = _convert_content_block( + EmbeddedResource( + type="resource", + resource=TextResourceContents( + uri="file:///a.txt", text="hello", mime_type="text/plain" + ), + ) + ) + assert text["type"] == "text" + assert text["text"] == "hello" + + blob = _convert_content_block( + EmbeddedResource( + type="resource", + resource=BlobResourceContents(uri="file:///a.png", blob="AAA", mime_type="image/png"), + ) + ) + assert blob["type"] == "image" + assert blob["base64"] == "AAA" + + +def test_convert_call_result_text_and_artifact() -> None: + content, artifact = _convert_call_result( + _result(content=[TextContent(type="text", text="5")], structured={"result": 5}) + ) + assert content[0]["type"] == "text" + assert content[0]["text"] == "5" + assert artifact == {"structured_content": {"result": 5}} + + +def test_convert_call_result_error_raises() -> None: + result = _result(content=[TextContent(type="text", text="boom")], is_error=True) + with pytest.raises(ToolException, match="boom"): + _convert_call_result(result) + + +async def test_load_mcp_tools_and_invoke() -> None: + client: Any = _StubClient() + tools = await load_mcp_tools(client) + assert [tool.name for tool in tools] == ["add"] + assert tools[0].description == "Add two integers." + + message = await tools[0].ainvoke(_ADD_CALL) + assert "5" in str(message.content) + + +async def test_convert_mcp_tool_invocation() -> None: + client: Any = _StubClient() + tool = convert_mcp_tool(_ADD_TOOL, client) + message = await tool.ainvoke(_ADD_CALL) + assert "5" in str(message.content) + + +def test_tool_annotations_resolve_at_runtime() -> None: + """`create_agent` introspects the tool coroutine with `get_type_hints`. + + Any annotation it references (e.g. `ContentBlock`) must be importable at runtime, not + only under `TYPE_CHECKING`. + """ + client: Any = _StubClient() + tool = convert_mcp_tool(_ADD_TOOL, client) + assert isinstance(tool, StructuredTool) + assert tool.coroutine is not None + get_type_hints(tool.coroutine) diff --git a/libs/langchain_v1/uv.lock b/libs/langchain_v1/uv.lock index 4391f3e050..db56033ce2 100644 --- a/libs/langchain_v1/uv.lock +++ b/libs/langchain_v1/uv.lock @@ -22,6 +22,46 @@ constraints = [ { name = "urllib3", specifier = ">=2.6.3" }, ] +[[package]] +name = "aiofile" +version = "3.9.0" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.11' and platform_python_implementation != 'PyPy'", + "python_full_version < '3.11' and platform_python_implementation == 'PyPy'", +] +dependencies = [ + { name = "caio", version = "0.9.25", source = { registry = "https://pypi.org/simple" }, marker = 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