Gitnexus-python/mcp_/client.py

import json
import asyncio
import re
from typing import Optional
from contextlib import AsyncExitStack
from http import HTTPStatus

from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client
from dashscope import Application
from base_config import mcp_key, mcp_app_id
# from dotenv import load_dotenv

# load_dotenv()




class MCPClient:
    def __init__(self,session_id):
        self.session: Optional[ClientSession] = None
        self.exit_stack = AsyncExitStack()
        self.session_id = session_id
        self.api_key = mcp_key
        self.app_id = mcp_app_id
        self.model = "qwen-max"
        self.SCRIPT_PATH = "mcp_/server.py"
        self.SYSTEM_PROMPT = """
您是 GitNexus 网站中的智能助手“小吉”，具备调用指定工具执行 Git 操作的能力。以下是您的行为规范：

可用工具简介：
{tools_description}

响应规则：

响应规则如下：

1. 当任务需要调用工具完成时，必须返回**严格符合 JSON 格式**的响应：
{{
    "tool": "工具名称",
    "arguments": {{参数键值对}}
}}
2. 如果任务不需要工具支持，请直接用自然语言回答，无需 JSON。

3. 所有 Git 仓库统一位于路径 `/www/gitnexus_repos/{uuid}/仓库名称`，但请注意：
   **在回复中请勿直接透露仓库的物理路径。**

4. 工具列表：
{available_tools}"""

    async def connect_to_server(self):
        server_params = StdioServerParameters(
            command="python",
            args=[self.SCRIPT_PATH]
        )
        stdio_transport = await self.exit_stack.enter_async_context(stdio_client(server_params))
        self.stdio, self.write = stdio_transport
        self.session = await self.exit_stack.enter_async_context(ClientSession(self.stdio, self.write))

        await self.session.initialize()


        response = await self.session.list_tools()
        tools = response.tools
        print("\nConnected to server with tools:", [tool.name for tool in tools])

    async def _call_bailian_api(self, prompt: str) -> str:

        try:
            tool_response = await self.session.list_tools()
            tools_desc = "\n".join([f"- {t.name}: {t.description}" for t in tool_response.tools])

            full_prompt = self.SYSTEM_PROMPT.format(
                tools_description=tools_desc,
                available_tools=[t.name for t in tool_response.tools],
                uuid=self.session_id
            )

            response = await asyncio.to_thread(
                Application.call,
                api_key=self.api_key,
                app_id=self.app_id,
                prompt=full_prompt + "\n用户提问：" + prompt,
                session_id=self.session_id,
                stream=False,
                incremental_output=False,
                enable_mcp=True,
                tool_choice="auto"
            )
            if response.status_code == HTTPStatus.OK:
                return response.output.text
            return f"API Error: {response.message}"

        except Exception as e:
            print(e)
            return f"调用异常: {str(e)}"

    async def process_query(self, query: str) -> str:
        bailian_response = await self._call_bailian_api(query)
        # print("respone:"+bailian_response)
        json_str = re.findall( r'\{.*\}', bailian_response, re.S)
        # print(json_str)
        if json_str:
            tool_call=json.loads(json_str[0])
            if "tool" in tool_call:
                result = await self.session.call_tool(
                    tool_call["tool"],
                    tool_call["arguments"]
                )
                final_answer = await self._call_bailian_api("tool_response:"+result.content[0].text)
                return final_answer
        else:
            return bailian_response

    async def chat_loop(self):
        print("\nMCP Client Started!")
        try:
            query = input("\nQuery: ").strip()
            response = await self.process_query(query)
            print("\n" + response)

        except Exception as e:
            print(f"\nError: {str(e)}")

    async def cleanup(self):
        await self.exit_stack.aclose()