Files
LangBot/pkg/provider/tools/loaders/mcp.py

283 lines
9.3 KiB
Python

from __future__ import annotations
import typing
from contextlib import AsyncExitStack
import traceback
from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client
from mcp.client.sse import sse_client
from .. import loader
from ....core import app
import langbot_plugin.api.entities.builtin.resource.tool as resource_tool
class RuntimeMCPSession:
"""运行时 MCP 会话"""
ap: app.Application
server_name: str
server_config: dict
session: ClientSession
exit_stack: AsyncExitStack
functions: list[resource_tool.LLMTool] = []
enable: bool
def __init__(self, server_name: str, server_config: dict, enable: bool, ap: app.Application):
self.server_name = server_name
self.server_config = server_config
self.ap = ap
self.enable = enable
self.session = None
self.exit_stack = AsyncExitStack()
self.functions = []
async def _init_stdio_python_server(self):
server_params = StdioServerParameters(
command=self.server_config['command'],
args=self.server_config['args'],
env=self.server_config['env'],
)
stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
stdio, write = stdio_transport
self.session = await self.exit_stack.enter_async_context(ClientSession(stdio, write))
await self.session.initialize()
async def _init_sse_server(self):
sse_transport = await self.exit_stack.enter_async_context(
sse_client(
self.server_config['url'],
headers=self.server_config.get('headers', {}),
timeout=self.server_config.get('timeout', 10),
)
)
sseio, write = sse_transport
self.session = await self.exit_stack.enter_async_context(ClientSession(sseio, write))
await self.session.initialize()
async def initialize(self):
pass
async def start(self):
if not self.enable:
return
self.ap.logger.debug(f'初始化 MCP 会话: {self.server_name} {self.server_config}')
if self.server_config['mode'] == 'stdio':
await self._init_stdio_python_server()
elif self.server_config['mode'] == 'sse':
await self._init_sse_server()
else:
raise ValueError(f'无法识别 MCP 服务器类型: {self.server_name}: {self.server_config}')
tools = await self.session.list_tools()
self.ap.logger.debug(f'获取 MCP 工具: {tools}')
for tool in tools.tools:
async def func(*, _tool=tool, **kwargs):
result = await self.session.call_tool(_tool.name, kwargs)
if result.isError:
raise Exception(result.content[0].text)
return result.content[0].text
func.__name__ = tool.name
self.functions.append(
resource_tool.LLMTool(
name=tool.name,
human_desc=tool.description,
description=tool.description,
parameters=tool.inputSchema,
func=func,
)
)
async def shutdown(self):
"""关闭会话并清理资源"""
try:
if self.exit_stack:
await self.exit_stack.aclose()
self.functions.clear()
self.session = None
except Exception as e:
self.ap.logger.error(f'Error shutting down MCP session {self.server_name}: {e}\n{traceback.format_exc()}')
# @loader.loader_class('mcp')
class MCPLoader(loader.ToolLoader):
"""MCP 工具加载器。
在此加载器中管理所有与 MCP Server 的连接。
"""
sessions: dict[str, RuntimeMCPSession] = {}
_last_listed_functions: list[resource_tool.LLMTool] = []
def __init__(self, ap: app.Application):
super().__init__(ap)
self.sessions = {}
self._last_listed_functions = []
async def initialize(self):
pass
async def init_runtime_mcp_session(self, server_config: dict):
"""从服务器配置创建运行时会话
Args:
server_config: 服务器配置字典,必须包含:
- name: 服务器名称
- mode: 连接模式 (stdio/sse)
- enable: 是否启用
- extra_args: 额外的配置参数 (可选)
"""
name = server_config['name']
mode = server_config['mode']
enable = server_config['enable']
extra_args = server_config.get('extra_args', {})
mixed_config = {
'name': name,
'mode': mode,
'enable': enable,
**extra_args,
}
session = RuntimeMCPSession(name, mixed_config, enable, self.ap)
await session.initialize()
return session
async def load_mcp_server(self, server_config: dict):
"""加载 MCP 服务器到运行时
Args:
server_config: 服务器配置字典,必须包含:
- name: 服务器名称
- mode: 连接模式 (stdio/sse)
- enable: 是否启用
- extra_args: 额外的配置参数 (可选)
"""
session = await self.init_runtime_mcp_session(server_config)
await session.start()
self.sessions[server_config['name']] = session
async def get_tools(self) -> list[resource_tool.LLMTool]:
all_functions = []
for session in self.sessions.values():
all_functions.extend(session.functions)
self._last_listed_functions = all_functions
return all_functions
async def has_tool(self, name: str) -> bool:
"""检查工具是否存在"""
for session in self.sessions.values():
for function in session.functions:
if function.name == name:
return True
return False
async def invoke_tool(self, name: str, parameters: dict) -> typing.Any:
"""执行工具调用"""
for session in self.sessions.values():
for function in session.functions:
if function.name == name:
self.ap.logger.debug(f'Invoking MCP tool: {name} with parameters: {parameters}')
try:
result = await function.func(**parameters)
self.ap.logger.debug(f'MCP tool {name} executed successfully')
return result
except Exception as e:
self.ap.logger.error(f'Error invoking MCP tool {name}: {e}\n{traceback.format_exc()}')
raise
raise ValueError(f'Tool not found: {name}')
async def reload_mcp_server(self, server_config: dict):
"""重新加载 MCP 服务器(先移除再加载)
Args:
server_config: 服务器配置字典,必须包含 name 字段
"""
server_name = server_config['name']
if server_name in self.sessions:
await self.remove_mcp_server(server_name)
# 重新加载
await self.load_mcp_server(server_config)
async def remove_mcp_server(self, server_name: str):
"""移除 MCP 服务器"""
if server_name not in self.sessions:
self.ap.logger.warning(f'MCP server {server_name} not found in sessions, skipping removal')
return
session = self.sessions.pop(server_name)
await session.shutdown()
self.ap.logger.info(f'Removed MCP server: {server_name}')
def get_session(self, server_name: str) -> RuntimeMCPSession | None:
"""获取指定名称的 MCP 会话"""
return self.sessions.get(server_name)
def has_session(self, server_name: str) -> bool:
"""检查是否存在指定名称的 MCP 会话"""
return server_name in self.sessions
def get_all_server_names(self) -> list[str]:
"""获取所有已加载的 MCP 服务器名称"""
return list(self.sessions.keys())
def get_server_tool_count(self, server_name: str) -> int:
"""获取指定服务器的工具数量"""
session = self.get_session(server_name)
return len(session.functions) if session else 0
def get_all_servers_info(self) -> dict[str, dict]:
"""获取所有服务器的信息"""
info = {}
for server_name, session in self.sessions.items():
info[server_name] = {
'name': server_name,
'mode': session.server_config.get('mode'),
'enable': session.enable,
'tools_count': len(session.functions),
'tool_names': [f.name for f in session.functions],
}
return info
async def shutdown(self):
"""关闭所有工具"""
self.ap.logger.info('Shutting down all MCP sessions...')
for server_name, session in list(self.sessions.items()):
try:
await session.shutdown()
self.ap.logger.debug(f'Shutdown MCP session: {server_name}')
except Exception as e:
self.ap.logger.error(f'Error shutting down MCP session {server_name}: {e}\n{traceback.format_exc()}')
self.sessions.clear()
self.ap.logger.info('All MCP sessions shutdown complete')