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:
玄凤科技
2025-03-28 09:11:48 +08:00
6 changed files with 284 additions and 5 deletions
+53 -4
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@@ -18,10 +18,11 @@ from concurrent.futures import ThreadPoolExecutor, TimeoutError
from core.handle.sendAudioHandle import sendAudioMessage from core.handle.sendAudioHandle import sendAudioMessage
from core.handle.receiveAudioHandle import handleAudioMessage from core.handle.receiveAudioHandle import handleAudioMessage
from core.handle.functionHandler import FunctionHandler from core.handle.functionHandler import FunctionHandler
from plugins_func.register import Action from plugins_func.register import Action, ActionResponse
from config.private_config import PrivateConfig from config.private_config import PrivateConfig
from core.auth import AuthMiddleware, AuthenticationError from core.auth import AuthMiddleware, AuthenticationError
from core.utils.auth_code_gen import AuthCodeGenerator from core.utils.auth_code_gen import AuthCodeGenerator
from core.mcp.manager import MCPManager
TAG = __name__ TAG = __name__
@@ -100,6 +101,8 @@ class ConnectionHandler:
self.use_function_call_mode = False self.use_function_call_mode = False
if self.config["selected_module"]["Intent"] == 'function_call': if self.config["selected_module"]["Intent"] == 'function_call':
self.use_function_call_mode = True self.use_function_call_mode = True
self.mcp_manager = MCPManager(self)
async def handle_connection(self, ws): async def handle_connection(self, ws):
try: try:
@@ -203,6 +206,9 @@ class ConnectionHandler:
self.prompt = self.prompt + f"\nuser location:{self.client_ip_info}" self.prompt = self.prompt + f"\nuser location:{self.client_ip_info}"
self.dialogue.update_system_message(self.prompt) self.dialogue.update_system_message(self.prompt)
"""加载MCP工具"""
asyncio.run_coroutine_threadsafe(self.mcp_manager.initialize_servers(), self.loop)
def change_system_prompt(self, prompt): def change_system_prompt(self, prompt):
self.prompt = prompt self.prompt = prompt
# 找到原来的role==system,替换原来的系统提示 # 找到原来的role==system,替换原来的系统提示
@@ -324,7 +330,6 @@ class ConnectionHandler:
functions = None functions = None
if hasattr(self, 'func_handler'): if hasattr(self, 'func_handler'):
functions = self.func_handler.get_functions() functions = self.func_handler.get_functions()
response_message = [] response_message = []
processed_chars = 0 # 跟踪已处理的字符位置 processed_chars = 0 # 跟踪已处理的字符位置
@@ -436,8 +441,14 @@ class ConnectionHandler:
"id": function_id, "id": function_id,
"arguments": function_arguments "arguments": function_arguments
} }
result = self.func_handler.handle_llm_function_call(self, function_call_data)
self._handle_function_result(result, function_call_data, text_index + 1) # 处理MCP工具调用
if self.mcp_manager.is_mcp_tool(function_name):
result = self._handle_mcp_tool_call(function_call_data)
else:
# 处理系统函数
result = self.func_handler.handle_llm_function_call(self, function_call_data)
self._handle_function_result(result, function_call_data, text_index+1)
# 处理最后剩余的文本 # 处理最后剩余的文本
full_text = "".join(response_message) full_text = "".join(response_message)
@@ -459,6 +470,42 @@ class ConnectionHandler:
return True return True
def _handle_mcp_tool_call(self, function_call_data):
function_arguments = function_call_data["arguments"]
function_name = function_call_data["name"]
try:
args_dict = function_arguments
if isinstance(function_arguments, str):
try:
args_dict = json.loads(function_arguments)
except json.JSONDecodeError:
self.logger.bind(tag=TAG).error(f"无法解析 function_arguments: {function_arguments}")
return ActionResponse(action=Action.REQLLM, result="参数解析失败", response="")
tool_result = asyncio.run_coroutine_threadsafe(self.mcp_manager.execute_tool(
function_name,
args_dict
), self.loop).result()
# 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
content_text = ""
if tool_result is not None and tool_result.content is not None:
for content in tool_result.content:
content_type = content.type
if content_type == "text":
content_text = content.text
elif content_type == "image":
pass
if len(content_text) > 0:
return ActionResponse(action=Action.REQLLM, result=content_text, response="")
except Exception as e:
self.logger.bind(tag=TAG).error(f"MCP工具调用错误: {e}")
return ActionResponse(action=Action.REQLLM, result="工具调用出错", response="")
return ActionResponse(action=Action.REQLLM, result="工具调用出错", response="")
def _handle_function_result(self, result, function_call_data, text_index): def _handle_function_result(self, result, function_call_data, text_index):
if result.action == Action.RESPONSE: # 直接回复前端 if result.action == Action.RESPONSE: # 直接回复前端
text = result.response text = result.response
@@ -582,6 +629,8 @@ class ConnectionHandler:
async def close(self, ws=None): async def close(self, ws=None):
"""资源清理方法""" """资源清理方法"""
# 清理MCP资源
await self.mcp_manager.cleanup_all()
# 触发停止事件并清理资源 # 触发停止事件并清理资源
if self.stop_event: if self.stop_event:
+86
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@@ -0,0 +1,86 @@
from datetime import timedelta
from typing import Optional
from contextlib import AsyncExitStack
import os, shutil
from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client
from config.logger import setup_logging
TAG = __name__
class MCPClient:
def __init__(self, config):
# Initialize session and client objects
self.session: Optional[ClientSession] = None
self.exit_stack = AsyncExitStack()
self.logger = setup_logging()
self.config = config
self.tolls = []
async def initialize(self):
args = self.config.get("args", [])
command = (
shutil.which("npx")
if self.config["command"] == "npx"
else self.config["command"]
)
env={**os.environ}
if self.config.get("env"):
env.update(self.config["env"])
server_params = StdioServerParameters(
command=command,
args=args,
env=env
)
stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
self.stdio, self.write = stdio_transport
time_out_delta = timedelta(seconds=10)
self.session = await self.exit_stack.enter_async_context(ClientSession(read_stream=self.stdio, write_stream=self.write, read_timeout_seconds=time_out_delta))
await self.session.initialize()
# List available tools
response = await self.session.list_tools()
tools = response.tools
self.tools = tools
self.logger.bind(tag=TAG).info(f"Connected to server with tools:{[tool.name for tool in tools]}")
def has_tool(self, tool_name):
return any(tool.name == tool_name for tool in self.tools)
def get_available_tools(self):
available_tools = [{"type": "function", "function":{
"name": tool.name,
"description": tool.description,
"parameters": tool.inputSchema
} } for tool in self.tools]
return available_tools
async def call_tool(self, tool_name: str, tool_args: dict):
self.logger.bind(tag=TAG).info(f"MCPClient Calling tool {tool_name} with args: {tool_args}")
try:
response = await self.session.call_tool(tool_name, tool_args)
except Exception as e:
self.logger.bind(tag=TAG).error(f"Error calling tool {tool_name}: {e}")
from types import SimpleNamespace
error_content = SimpleNamespace(
type='text',
text=f"Error calling tool {tool_name}: {e}"
)
error_response = SimpleNamespace(
content=[error_content],
isError=True
)
return error_response
self.logger.bind(tag=TAG).info(f"MCPClient Response from tool {tool_name}: {response}")
return response
async def cleanup(self):
"""Clean up resources"""
await self.exit_stack.aclose()
+110
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@@ -0,0 +1,110 @@
"""MCP服务管理器"""
import os, json
from typing import Dict, Any, List
from .MCPClient import MCPClient
from config.logger import setup_logging
from core.utils.util import get_project_dir
from plugins_func.register import register_function, ActionResponse, Action, ToolType
TAG = __name__
class MCPManager:
"""管理多个MCP服务的集中管理器"""
def __init__(self,conn) -> None:
"""
初始化MCP管理器
"""
self.conn = conn
self.logger = setup_logging()
self.config_path = get_project_dir() + 'data/.mcp_server_settings.json'
if os.path.exists(self.config_path) == False:
self.config_path = ""
self.logger.bind(tag=TAG).warning(f"请检查mcp服务配置文件:data/.mcp_server_settings.json")
self.client: Dict[str, MCPClient] = {}
self.tools = []
def load_config(self) -> Dict[str, Any]:
"""加载MCP服务配置
Returns:
Dict[str, Any]: 服务配置字典
"""
if len(self.config_path) == 0:
return {}
try:
with open(self.config_path, 'r', encoding='utf-8') as f:
config = json.load(f)
return config.get('mcpServers', {})
except Exception as e:
self.logger.bind(tag=TAG).error(f"Error loading MCP config from {self.config_path}: {e}")
return {}
async def initialize_servers(self) -> None:
"""初始化所有MCP服务"""
config = self.load_config()
for name, srv_config in config.items():
if not srv_config.get("command"):
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"]
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
+3 -1
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@@ -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