mirror of
https://github.com/xinnan-tech/xiaozhi-esp32-server.git
synced 2026-07-29 05:53:55 +08:00
Merge branch 'mcp-client' of https://github.com/xinnan-tech/xiaozhi-esp32-server into mcp-client
# Conflicts: # main/xiaozhi-server/core/connection.py # main/xiaozhi-server/requirements.txt
This commit is contained in:
@@ -18,10 +18,11 @@ from concurrent.futures import ThreadPoolExecutor, TimeoutError
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from core.handle.sendAudioHandle import sendAudioMessage
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from core.handle.sendAudioHandle import sendAudioMessage
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from core.handle.receiveAudioHandle import handleAudioMessage
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from core.handle.receiveAudioHandle import handleAudioMessage
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from core.handle.functionHandler import FunctionHandler
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from core.handle.functionHandler import FunctionHandler
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from plugins_func.register import Action
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from plugins_func.register import Action, ActionResponse
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from config.private_config import PrivateConfig
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from config.private_config import PrivateConfig
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from core.auth import AuthMiddleware, AuthenticationError
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from core.auth import AuthMiddleware, AuthenticationError
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from core.utils.auth_code_gen import AuthCodeGenerator
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from core.utils.auth_code_gen import AuthCodeGenerator
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from core.mcp.manager import MCPManager
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TAG = __name__
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TAG = __name__
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@@ -100,6 +101,8 @@ class ConnectionHandler:
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self.use_function_call_mode = False
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self.use_function_call_mode = False
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if self.config["selected_module"]["Intent"] == 'function_call':
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if self.config["selected_module"]["Intent"] == 'function_call':
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self.use_function_call_mode = True
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self.use_function_call_mode = True
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self.mcp_manager = MCPManager(self)
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async def handle_connection(self, ws):
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async def handle_connection(self, ws):
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try:
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try:
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@@ -203,6 +206,9 @@ class ConnectionHandler:
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self.prompt = self.prompt + f"\nuser location:{self.client_ip_info}"
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self.prompt = self.prompt + f"\nuser location:{self.client_ip_info}"
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self.dialogue.update_system_message(self.prompt)
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self.dialogue.update_system_message(self.prompt)
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"""加载MCP工具"""
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asyncio.run_coroutine_threadsafe(self.mcp_manager.initialize_servers(), self.loop)
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def change_system_prompt(self, prompt):
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def change_system_prompt(self, prompt):
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self.prompt = prompt
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self.prompt = prompt
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# 找到原来的role==system,替换原来的系统提示
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# 找到原来的role==system,替换原来的系统提示
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@@ -324,7 +330,6 @@ class ConnectionHandler:
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functions = None
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functions = None
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if hasattr(self, 'func_handler'):
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if hasattr(self, 'func_handler'):
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functions = self.func_handler.get_functions()
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functions = self.func_handler.get_functions()
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response_message = []
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response_message = []
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processed_chars = 0 # 跟踪已处理的字符位置
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processed_chars = 0 # 跟踪已处理的字符位置
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@@ -436,8 +441,14 @@ class ConnectionHandler:
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"id": function_id,
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"id": function_id,
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"arguments": function_arguments
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"arguments": function_arguments
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}
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}
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result = self.func_handler.handle_llm_function_call(self, function_call_data)
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self._handle_function_result(result, function_call_data, text_index + 1)
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# 处理MCP工具调用
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if self.mcp_manager.is_mcp_tool(function_name):
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result = self._handle_mcp_tool_call(function_call_data)
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else:
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# 处理系统函数
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result = self.func_handler.handle_llm_function_call(self, function_call_data)
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self._handle_function_result(result, function_call_data, text_index+1)
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# 处理最后剩余的文本
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# 处理最后剩余的文本
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full_text = "".join(response_message)
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full_text = "".join(response_message)
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@@ -459,6 +470,42 @@ class ConnectionHandler:
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return True
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return True
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def _handle_mcp_tool_call(self, function_call_data):
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function_arguments = function_call_data["arguments"]
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function_name = function_call_data["name"]
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try:
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args_dict = function_arguments
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if isinstance(function_arguments, str):
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try:
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args_dict = json.loads(function_arguments)
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except json.JSONDecodeError:
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self.logger.bind(tag=TAG).error(f"无法解析 function_arguments: {function_arguments}")
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return ActionResponse(action=Action.REQLLM, result="参数解析失败", response="")
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tool_result = asyncio.run_coroutine_threadsafe(self.mcp_manager.execute_tool(
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function_name,
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args_dict
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), self.loop).result()
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# meta=None content=[TextContent(type='text', text='北京当前天气:\n温度: 21°C\n天气: 晴\n湿度: 6%\n风向: 西北 风\n风力等级: 5级', annotations=None)] isError=False
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content_text = ""
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if tool_result is not None and tool_result.content is not None:
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for content in tool_result.content:
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content_type = content.type
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if content_type == "text":
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content_text = content.text
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elif content_type == "image":
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pass
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if len(content_text) > 0:
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return ActionResponse(action=Action.REQLLM, result=content_text, response="")
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except Exception as e:
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self.logger.bind(tag=TAG).error(f"MCP工具调用错误: {e}")
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return ActionResponse(action=Action.REQLLM, result="工具调用出错", response="")
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return ActionResponse(action=Action.REQLLM, result="工具调用出错", response="")
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def _handle_function_result(self, result, function_call_data, text_index):
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def _handle_function_result(self, result, function_call_data, text_index):
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if result.action == Action.RESPONSE: # 直接回复前端
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if result.action == Action.RESPONSE: # 直接回复前端
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text = result.response
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text = result.response
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@@ -582,6 +629,8 @@ class ConnectionHandler:
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async def close(self, ws=None):
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async def close(self, ws=None):
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"""资源清理方法"""
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"""资源清理方法"""
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# 清理MCP资源
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await self.mcp_manager.cleanup_all()
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# 触发停止事件并清理资源
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# 触发停止事件并清理资源
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if self.stop_event:
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if self.stop_event:
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@@ -0,0 +1,86 @@
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from datetime import timedelta
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from typing import Optional
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from contextlib import AsyncExitStack
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import os, shutil
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from mcp import ClientSession, StdioServerParameters
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from mcp.client.stdio import stdio_client
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from config.logger import setup_logging
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TAG = __name__
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class MCPClient:
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def __init__(self, config):
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# Initialize session and client objects
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self.session: Optional[ClientSession] = None
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self.exit_stack = AsyncExitStack()
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self.logger = setup_logging()
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self.config = config
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self.tolls = []
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async def initialize(self):
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args = self.config.get("args", [])
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command = (
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shutil.which("npx")
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if self.config["command"] == "npx"
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else self.config["command"]
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)
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env={**os.environ}
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if self.config.get("env"):
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env.update(self.config["env"])
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server_params = StdioServerParameters(
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command=command,
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args=args,
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env=env
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)
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stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
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self.stdio, self.write = stdio_transport
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time_out_delta = timedelta(seconds=10)
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self.session = await self.exit_stack.enter_async_context(ClientSession(read_stream=self.stdio, write_stream=self.write, read_timeout_seconds=time_out_delta))
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await self.session.initialize()
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# List available tools
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response = await self.session.list_tools()
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tools = response.tools
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self.tools = tools
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self.logger.bind(tag=TAG).info(f"Connected to server with tools:{[tool.name for tool in tools]}")
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def has_tool(self, tool_name):
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return any(tool.name == tool_name for tool in self.tools)
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def get_available_tools(self):
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available_tools = [{"type": "function", "function":{
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"name": tool.name,
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"description": tool.description,
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"parameters": tool.inputSchema
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} } for tool in self.tools]
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return available_tools
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async def call_tool(self, tool_name: str, tool_args: dict):
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self.logger.bind(tag=TAG).info(f"MCPClient Calling tool {tool_name} with args: {tool_args}")
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try:
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response = await self.session.call_tool(tool_name, tool_args)
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except Exception as e:
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self.logger.bind(tag=TAG).error(f"Error calling tool {tool_name}: {e}")
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from types import SimpleNamespace
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error_content = SimpleNamespace(
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type='text',
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text=f"Error calling tool {tool_name}: {e}"
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)
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error_response = SimpleNamespace(
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content=[error_content],
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isError=True
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)
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return error_response
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self.logger.bind(tag=TAG).info(f"MCPClient Response from tool {tool_name}: {response}")
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return response
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async def cleanup(self):
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"""Clean up resources"""
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await self.exit_stack.aclose()
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@@ -0,0 +1,110 @@
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"""MCP服务管理器"""
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import os, json
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from typing import Dict, Any, List
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from .MCPClient import MCPClient
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from config.logger import setup_logging
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from core.utils.util import get_project_dir
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from plugins_func.register import register_function, ActionResponse, Action, ToolType
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TAG = __name__
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class MCPManager:
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"""管理多个MCP服务的集中管理器"""
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def __init__(self,conn) -> None:
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"""
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初始化MCP管理器
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"""
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self.conn = conn
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self.logger = setup_logging()
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self.config_path = get_project_dir() + 'data/.mcp_server_settings.json'
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if os.path.exists(self.config_path) == False:
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self.config_path = ""
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self.logger.bind(tag=TAG).warning(f"请检查mcp服务配置文件:data/.mcp_server_settings.json")
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self.client: Dict[str, MCPClient] = {}
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self.tools = []
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|
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def load_config(self) -> Dict[str, Any]:
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|
"""加载MCP服务配置
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|
Returns:
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|
Dict[str, Any]: 服务配置字典
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|
"""
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|
if len(self.config_path) == 0:
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return {}
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|
|
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|
try:
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|
with open(self.config_path, 'r', encoding='utf-8') as f:
|
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|
config = json.load(f)
|
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|
return config.get('mcpServers', {})
|
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|
except Exception as e:
|
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|
self.logger.bind(tag=TAG).error(f"Error loading MCP config from {self.config_path}: {e}")
|
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|
return {}
|
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|
|
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|
async def initialize_servers(self) -> None:
|
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|
"""初始化所有MCP服务"""
|
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|
config = self.load_config()
|
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|
for name, srv_config in config.items():
|
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|
if not srv_config.get("command"):
|
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|
self.logger.bind(tag=TAG).warning(f"Skipping server {name}: command not specified")
|
||||||
|
continue
|
||||||
|
|
||||||
|
try:
|
||||||
|
client = MCPClient(srv_config)
|
||||||
|
await client.initialize()
|
||||||
|
self.client[name] = client
|
||||||
|
self.logger.bind(tag=TAG).info(f"Initialized MCP client: {name}")
|
||||||
|
client_tools = client.get_available_tools()
|
||||||
|
self.tools.extend(client_tools)
|
||||||
|
for tool in client_tools:
|
||||||
|
func_name = "mcp_"+tool["function"]["name"]
|
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|
register_function(func_name, tool, ToolType.MCP_CLIENT)(self.execute_tool)
|
||||||
|
self.conn.func_handler.function_registry.register_function(func_name)
|
||||||
|
|
||||||
|
except Exception as e:
|
||||||
|
self.logger.bind(tag=TAG).error(f"Failed to initialize MCP server {name}: {e}")
|
||||||
|
self.conn.func_handler.upload_functions_desc()
|
||||||
|
|
||||||
|
def get_all_tools(self) -> List[Dict[str, Any]]:
|
||||||
|
"""获取所有服务的工具function定义
|
||||||
|
Returns:
|
||||||
|
List[Dict[str, Any]]: 所有工具的function定义列表
|
||||||
|
"""
|
||||||
|
return self.tools
|
||||||
|
|
||||||
|
def is_mcp_tool(self, tool_name: str) -> bool:
|
||||||
|
"""检查是否是MCP工具
|
||||||
|
Args:
|
||||||
|
tool_name: 工具名称
|
||||||
|
Returns:
|
||||||
|
bool: 是否是MCP工具
|
||||||
|
"""
|
||||||
|
for tool in self.tools:
|
||||||
|
if tool.get("function") != None and tool["function"].get("name") == tool_name:
|
||||||
|
return True
|
||||||
|
return False
|
||||||
|
|
||||||
|
async def execute_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Any:
|
||||||
|
"""执行工具调用
|
||||||
|
Args:
|
||||||
|
tool_name: 工具名称
|
||||||
|
arguments: 工具参数
|
||||||
|
Returns:
|
||||||
|
Any: 工具执行结果
|
||||||
|
Raises:
|
||||||
|
ValueError: 工具未找到时抛出
|
||||||
|
"""
|
||||||
|
self.logger.bind(tag=TAG).info(f"Executing tool {tool_name} with arguments: {arguments}")
|
||||||
|
for client in self.client.values():
|
||||||
|
if client.has_tool(tool_name):
|
||||||
|
return await client.call_tool(tool_name, arguments)
|
||||||
|
|
||||||
|
raise ValueError(f"Tool {tool_name} not found in any MCP server")
|
||||||
|
|
||||||
|
async def cleanup_all(self) -> None:
|
||||||
|
for name, client in self.client.items():
|
||||||
|
try:
|
||||||
|
await client.cleanup()
|
||||||
|
self.logger.bind(tag=TAG).info(f"Cleaned up MCP client: {name}")
|
||||||
|
except Exception as e:
|
||||||
|
self.logger.bind(tag=TAG).error(f"Error cleaning up MCP client {name}: {e}")
|
||||||
|
self.client.clear()
|
||||||
@@ -0,0 +1,31 @@
|
|||||||
|
{
|
||||||
|
"des": [
|
||||||
|
"在data目录下创建.mcp_server_settings.json文件,可以选择下面的MCP服务,也可以自行添加新的MCP服务。",
|
||||||
|
"后面不断测试补充好用的mcp服务,欢迎大家一起补充。",
|
||||||
|
"记得删除注释行,des属性仅为说明,不会被解析。",
|
||||||
|
"des和link属性,仅为说明安装方式,方便大家查看原始链接,不是必须项。"
|
||||||
|
],
|
||||||
|
"mcpServers": {
|
||||||
|
"filesystem": {
|
||||||
|
"command": "npx",
|
||||||
|
"args": [
|
||||||
|
"-y",
|
||||||
|
"@modelcontextprotocol/server-filesystem",
|
||||||
|
"/Users/username/Desktop",
|
||||||
|
"/path/to/other/allowed/dir"
|
||||||
|
],
|
||||||
|
"link":"https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem"
|
||||||
|
},
|
||||||
|
"playwright": {
|
||||||
|
"command": "npx",
|
||||||
|
"args": ["-y", "@executeautomation/playwright-mcp-server"],
|
||||||
|
"des" : "run 'npx playwright install' first",
|
||||||
|
"link": "https://github.com/executeautomation/mcp-playwright"
|
||||||
|
},
|
||||||
|
"windows-cli": {
|
||||||
|
"command": "npx",
|
||||||
|
"args": ["-y", "@simonb97/server-win-cli"],
|
||||||
|
"link": "https://github.com/SimonB97/win-cli-mcp-server"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
@@ -12,6 +12,7 @@ class ToolType(Enum):
|
|||||||
CHANGE_SYS_PROMPT = (3, "修改系统提示词,切换角色性格或职责")
|
CHANGE_SYS_PROMPT = (3, "修改系统提示词,切换角色性格或职责")
|
||||||
SYSTEM_CTL = (4, "系统控制,影响正常的对话流程,如退出、播放音乐等,需要传递conn参数")
|
SYSTEM_CTL = (4, "系统控制,影响正常的对话流程,如退出、播放音乐等,需要传递conn参数")
|
||||||
IOT_CTL = (5, "IOT设备控制,需要传递conn参数")
|
IOT_CTL = (5, "IOT设备控制,需要传递conn参数")
|
||||||
|
MCP_CLIENT = (6, "MCP客户端")
|
||||||
|
|
||||||
def __init__(self, code, message):
|
def __init__(self, code, message):
|
||||||
self.code = code
|
self.code = code
|
||||||
|
|||||||
@@ -22,4 +22,6 @@ mem0ai==0.1.62
|
|||||||
bs4==0.0.2
|
bs4==0.0.2
|
||||||
modelscope==1.23.2
|
modelscope==1.23.2
|
||||||
sherpa_onnx==1.11.0
|
sherpa_onnx==1.11.0
|
||||||
cnlunar==0.2.0
|
mcp==1.4.1
|
||||||
|
|
||||||
|
cnlunar==0.2.0
|
||||||
|
|||||||
Reference in New Issue
Block a user