Files
OpenOPC/opc/mcp_client.py
T
2026-07-01 17:56:31 +08:00

300 lines
12 KiB
Python

"""MCP (Model Context Protocol) client supporting local (stdio) and remote
(StreamableHTTP / SSE) servers.
Connects to MCP servers, discovers their tools, and registers them into the
OPC ToolRegistry so the agent loop can call them like any other built-in tool.
Tool names are prefixed with the server name to prevent collisions when
multiple servers expose identically-named tools.
"""
from __future__ import annotations
import asyncio
import base64
import re
from contextlib import AsyncExitStack
from typing import Any
from loguru import logger
try:
from mcp import ClientSession
from mcp.client.stdio import stdio_client, StdioServerParameters
MCP_IMPORT_ERROR: Exception | None = None
except ModuleNotFoundError as exc: # pragma: no cover - exercised via import-time fallback
ClientSession = Any # type: ignore[assignment]
stdio_client = None # type: ignore[assignment]
StdioServerParameters = Any # type: ignore[assignment]
MCP_IMPORT_ERROR = exc
from opc.layer4_tools.registry import ToolDefinition
def _sanitize(name: str) -> str:
"""Replace non-alphanumeric/underscore chars with ``_``."""
return re.sub(r"[^a-zA-Z0-9_]", "_", name)
def _require_mcp_dependency() -> None:
if MCP_IMPORT_ERROR is None:
return
raise RuntimeError(
"MCP support requires the optional `mcp` package to be installed."
) from MCP_IMPORT_ERROR
def _extract_content(content_blocks: list[Any]) -> str:
"""Extract human-readable text from MCP tool result content blocks.
Handles ``text``, ``image``, and ``resource`` block types.
"""
parts: list[str] = []
for block in content_blocks:
btype = getattr(block, "type", "")
if btype == "text":
parts.append(getattr(block, "text", ""))
elif btype == "image":
mime = getattr(block, "mimeType", "unknown")
data = getattr(block, "data", "")
if data:
parts.append(f"[image ({mime}): {len(base64.b64decode(data))} bytes]")
else:
parts.append(f"[image ({mime})]")
elif btype == "resource":
resource = getattr(block, "resource", None)
if resource:
uri = getattr(resource, "uri", "")
text = getattr(resource, "text", None)
if text:
parts.append(text)
else:
parts.append(f"[resource: {uri}]")
return "\n".join(parts)
# ---------------------------------------------------------------------------
# Base connection interface
# ---------------------------------------------------------------------------
class _MCPConnectionBase:
"""Shared interface for local and remote MCP connections."""
def __init__(self, name: str) -> None:
self.name = name
self._exit_stack = AsyncExitStack()
self._session: ClientSession | None = None
self._tools: list[dict[str, Any]] = []
async def start(self) -> None:
raise NotImplementedError
async def discover_tools(self) -> list[dict[str, Any]]:
assert self._session
result = await self._session.list_tools()
self._tools = [
{
"name": t.name,
"description": t.description or "",
"inputSchema": t.inputSchema if hasattr(t, "inputSchema") else {},
}
for t in result.tools
]
logger.info(f"MCP server '{self.name}' exposes {len(self._tools)} tools")
return self._tools
async def call_tool(self, tool_name: str, arguments: dict[str, Any]) -> dict[str, Any]:
assert self._session
result = await self._session.call_tool(tool_name, arguments)
is_error = getattr(result, "isError", False)
content_blocks = getattr(result, "content", [])
text = _extract_content(content_blocks)
if is_error:
return {"error": text or "MCP tool returned an error", "success": False}
return {"result": text, "success": True}
async def stop(self) -> None:
await self._exit_stack.aclose()
self._session = None
logger.info(f"MCP server '{self.name}' stopped")
# ---------------------------------------------------------------------------
# Local (stdio) connection
# ---------------------------------------------------------------------------
class MCPServerConnection(_MCPConnectionBase):
"""A connection to a local MCP server process via stdio."""
def __init__(self, name: str, command: str, args: list[str], env: dict[str, str] | None = None) -> None:
super().__init__(name)
_require_mcp_dependency()
self.server_params = StdioServerParameters(command=command, args=args, env=env)
async def start(self) -> None:
transport = await self._exit_stack.enter_async_context(
stdio_client(self.server_params)
)
read_stream, write_stream = transport
self._session = await self._exit_stack.enter_async_context(
ClientSession(read_stream, write_stream)
)
result = await self._session.initialize()
server_info = getattr(result, "serverInfo", None) or {}
s_name = getattr(server_info, "name", "?") if not isinstance(server_info, dict) else server_info.get("name", "?")
s_ver = getattr(server_info, "version", "?") if not isinstance(server_info, dict) else server_info.get("version", "?")
logger.info(f"MCP server '{self.name}' initialized: {s_name} v{s_ver}")
# ---------------------------------------------------------------------------
# Remote (StreamableHTTP / SSE) connection
# ---------------------------------------------------------------------------
class MCPRemoteConnection(_MCPConnectionBase):
"""A connection to a remote MCP server via StreamableHTTP or SSE fallback."""
def __init__(
self,
name: str,
url: str,
headers: dict[str, str] | None = None,
) -> None:
super().__init__(name)
self.url = url
self.headers = headers or {}
async def start(self) -> None:
_require_mcp_dependency()
last_error: Exception | None = None
# Strategy 1: StreamableHTTP
try:
from mcp.client.streamable_http import streamablehttp_client
transport = await self._exit_stack.enter_async_context(
streamablehttp_client(self.url, headers=self.headers)
)
read_stream, write_stream = transport[0], transport[1]
self._session = await self._exit_stack.enter_async_context(
ClientSession(read_stream, write_stream)
)
result = await self._session.initialize()
server_info = getattr(result, "serverInfo", None) or {}
s_name = getattr(server_info, "name", "?") if not isinstance(server_info, dict) else server_info.get("name", "?")
s_ver = getattr(server_info, "version", "?") if not isinstance(server_info, dict) else server_info.get("version", "?")
logger.info(f"MCP remote '{self.name}' connected via StreamableHTTP: {s_name} v{s_ver}")
return
except Exception as exc:
last_error = exc
logger.debug(f"MCP remote '{self.name}' StreamableHTTP failed, trying SSE: {exc}")
# Reset exit stack for retry
await self._exit_stack.aclose()
self._exit_stack = AsyncExitStack()
# Strategy 2: SSE fallback
try:
from mcp.client.sse import sse_client
transport = await self._exit_stack.enter_async_context(
sse_client(self.url, headers=self.headers)
)
read_stream, write_stream = transport[0], transport[1]
self._session = await self._exit_stack.enter_async_context(
ClientSession(read_stream, write_stream)
)
result = await self._session.initialize()
server_info = getattr(result, "serverInfo", None) or {}
s_name = getattr(server_info, "name", "?") if not isinstance(server_info, dict) else server_info.get("name", "?")
s_ver = getattr(server_info, "version", "?") if not isinstance(server_info, dict) else server_info.get("version", "?")
logger.info(f"MCP remote '{self.name}' connected via SSE: {s_name} v{s_ver}")
return
except Exception as exc:
last_error = exc
logger.debug(f"MCP remote '{self.name}' SSE also failed: {exc}")
raise ConnectionError(
f"Failed to connect to remote MCP server '{self.name}' at {self.url}: {last_error}"
)
# ---------------------------------------------------------------------------
# Manager
# ---------------------------------------------------------------------------
class MCPManager:
"""Manages multiple MCP server connections and registers their tools."""
def __init__(self) -> None:
self._servers: dict[str, _MCPConnectionBase] = {}
async def connect_local(
self,
name: str,
command: list[str],
env: dict[str, str] | None = None,
timeout: float = 30.0,
) -> MCPServerConnection:
if len(command) < 1:
raise ValueError(f"MCP server '{name}' command is empty")
conn = MCPServerConnection(name, command=command[0], args=command[1:], env=env)
try:
await asyncio.wait_for(conn.start(), timeout=timeout)
self._servers[name] = conn
return conn
except Exception as exc:
logger.warning(f"Failed to start local MCP server '{name}': {exc}")
raise
# Backwards-compatible alias
connect = connect_local
async def connect_remote(
self,
name: str,
url: str,
headers: dict[str, str] | None = None,
timeout: float = 30.0,
) -> MCPRemoteConnection:
conn = MCPRemoteConnection(name, url=url, headers=headers)
try:
await asyncio.wait_for(conn.start(), timeout=timeout)
self._servers[name] = conn
return conn
except Exception as exc:
logger.warning(f"Failed to connect to remote MCP server '{name}': {exc}")
raise
async def register_tools(
self,
conn: _MCPConnectionBase,
tool_filter: set[str] | None = None,
) -> list[ToolDefinition]:
raw_tools = await conn.discover_tools()
definitions: list[ToolDefinition] = []
server_prefix = _sanitize(conn.name)
for tool_spec in raw_tools:
original_name = tool_spec["name"]
if tool_filter and original_name not in tool_filter:
continue
prefixed_name = f"{server_prefix}_{_sanitize(original_name)}"
td = ToolDefinition(
name=prefixed_name,
description=f"[MCP:{conn.name}] {tool_spec.get('description', '')}",
parameters=tool_spec.get("inputSchema", {"type": "object", "properties": {}}),
func=self._make_caller(conn, original_name),
category="mcp",
)
definitions.append(td)
return definitions
@staticmethod
def _make_caller(conn: _MCPConnectionBase, tool_name: str) -> Any:
async def _call(**kwargs: Any) -> dict[str, Any]:
return await conn.call_tool(tool_name, kwargs)
return _call
async def shutdown(self) -> None:
for conn in self._servers.values():
try:
await conn.stop()
except Exception as exc:
logger.warning(f"Error stopping MCP server '{conn.name}': {exc}")
self._servers.clear()