{"id":14560,"date":"2025-04-18T21:18:04","date_gmt":"2025-04-18T13:18:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/14560.html"},"modified":"2025-04-18T21:18:04","modified_gmt":"2025-04-18T13:18:04","slug":"%e6%89%8b%e6%8a%8a%e6%89%8bmcp%e6%95%99%e5%ad%a6-%e5%ae%a2%e6%88%b7%e7%ab%af%e8%bf%9e%e6%8e%a5%e5%a4%9a%e6%9c%8d%e5%8a%a1%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/14560.html","title":{"rendered":"\u624b\u628a\u624bMCP\u6559\u5b66-\u5ba2\u6237\u7aef\u8fde\u63a5\u591a\u670d\u52a1\u5668"},"content":{"rendered":"<p style=\"margin-left:0;margin-right:0\">\u524d\u8a00<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u4e0a\u4e00\u7bc7\u6587\u7ae0&#xff08;\u624b\u628a\u624bMCP\u6559\u5b66-\u57fa\u7840\u5b66\u4e60\u548c\u5b9e\u8df5&#xff09;\u6211\u4eec\u5b66\u4e60MCP\u57fa\u7840\u7684\u77e5\u8bc6&#xff0c;\u5e76\u5b9e\u64cd\u4e86\u670d\u52a1\u7aef\u548c\u5ba2\u6237\u7aef\u7684\u6784\u5efa\u548c\u6d4b\u8bd5&#xff0c;\u4f46\u8fd9\u8fdc\u8fdc\u4e0d\u662fMCP\u7684\u80fd\u529b&#xff0c;MCP\u534f\u8bae\u4e0d\u4ec5\u4ec5\u662f\u8ba9LLM\u80fd\u591f\u4f7f\u7528\u4e00\u79cd\u5de5\u5177&#xff0c;\u800c\u662f\u5e94\u8be5\u8ba9LLM\u80fd\u591f\u8fde\u63a5\u591a\u4e2a\u670d\u52a1\u5668&#xff0c;\u4f7f\u7528\u591a\u79cd\u5de5\u5177\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u8fd9\u7bc7\u6587\u4ef6\u5c06\u5e2e\u52a9\u4f60\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u8fde\u63a5\u591a\u4e2a\u670d\u52a1\u5668\u7684MCP\u5ba2\u6237\u7aef\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u670d\u52a1\u7aef<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u4e3a\u4e86\u5b9e\u73b0\u6211\u4eec\u7684MCP\u670d\u52a1\u7aef\u8fde\u63a5\u591a\u4e2a\u5ba2\u6237\u7aef&#xff0c;\u6211\u4eec\u9996\u5148\u9700\u8981\u589e\u52a0\u591a\u4e00\u4e2a\u670d\u52a1\u7aef&#xff0c;\u8fd9\u91cc\u6211\u589e\u52a0\u591a\u4e00\u4e2apython\u6587\u4ef6\u63a7\u5236\u670d\u52a1\u5668&#xff0c;\u4f7f\u5f97LLM\u901a\u8fc7\u5929\u6c14\u63d2\u4ef6\u548c\u6587\u4ef6\u63a7\u5236\u63d2\u4ef6\u5b9e\u73b0\u83b7\u53d6\u5929\u6c14\u5e76\u4ee5\u6587\u4ef6\u5f62\u5f0f\u4fdd\u5b58\u5230\u6211\u7535\u8111\u4e2d\u7684\u8fd9\u6837\u4e00\u4e2a\u591a\u5de5\u5177\u4f7f\u7528\u7684\u80fd\u529b\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6587\u4ef6\u63a7\u5236\u670d\u52a1\u5668<\/p>\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#3370ff\">1. <\/span>\u521d\u59cb\u5316<\/p>\n<table cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"vertical-align:top;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">\u8fd9\u91cc\u9ed8\u8ba4\u4f60\u5df2\u7ecf\u6709<\/span><span style=\"color:#646a73\">python<\/span><span style=\"color:#646a73\">\u548c<\/span><span style=\"color:#646a73\">uv<\/span><span style=\"color:#646a73\">\u73af\u5883&#xff0c;\u5982\u679c\u4f60\u7535\u8111\u4e2d\u8fd8\u6ca1\u6709\u73af\u5883&#xff0c;\u8bf7\u81ea\u884c\u914d\u7f6e\u73af\u5883&#xff0c;\u4e0d\u4f1a\u7684\u8bdd\u53ef\u4ee5\u67e5\u770b\u4e0a\u4e00\u7bc7\u6587\u7ae0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">powershell<\/span> <span style=\"color:black\"># <\/span><span style=\"color:black\">\u521d\u59cb\u5316\u65b0\u7684\u9879\u76ee\u540d\u5b57\u4e3afilesystem cd server uv init filesystem cd filesystem  # \u521b\u5efa\u5e76\u8fdb\u5165\u865a\u62df\u73af\u5883 uv venv .venv\\\\Scripts\\\\activate  # \u5b89\u88c5\u4f9d\u8d56\u9879 uv add mcp[cli]  # \u521b\u5efa\u670d\u52a1\u9879\u6587\u4ef6 new-item filesystem.py&#xff08;\u53ef\u4ee5\u81ea\u5df1\u624b\u52a8\u65b0\u5efa\u4e00\u4e2apy\u6587\u4ef6&#xff0c;\u5982\u679c\u4f60\u4f7f\u7528\u7684\u7ec8\u7aef\u6ca1\u6709new-item\u6307\u4ee4\u7684\u8bdd&#xff09;<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\u5b8c\u6210\u540e\u9879\u76ee\u76ee\u5f55\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"508\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418131802-6802510ae5132.gif\" width=\"545\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#3370ff\">2. <\/span>\u6784\u5efa\u6587\u4ef6\u63a7\u5236\u670d\u52a1\u5668<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5bfc\u5165\u5305\u5e76\u8bbe\u7f6e\u5b9e\u4f8b<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5c06\u8fd9\u4e9b\u6dfb\u52a0\u5230\u60a8\u7684\u9876\u90e8<span style=\"background-color:#eff0f1\"><span style=\"color:black\">weather.py<\/span><\/span>&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">python<\/span> <span style=\"color:black\">from mcp.server.fastmcp import FastMCP  # <\/span><span style=\"color:black\">\u521d\u59cb\u5316FastMCP\u670d\u52a1\u5668 mcp &#061; FastMCP(&#034;filesystem&#034;)<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u5b9e\u73b0\u5de5\u5177\u6267\u884c<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5de5\u5177\u6267\u884c\u7a0b\u5e8f\u8d1f\u8d23\u5b9e\u9645\u6267\u884c\u6bcf\u4e2a\u5de5\u5177\u7684\u903b\u8f91&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">python<\/span> <span style=\"color:black\">&#064;mcp.tool() async def create_file(file_name: str, content: str) -&gt; str: \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 <\/span><span style=\"color:black\">\u521b\u5efa\u6587\u4ef6 \u00a0\u00a0\u00a0 :param file_name: \u6587\u4ef6\u540d \u00a0\u00a0\u00a0 :param content: \u6587\u4ef6\u5185\u5bb9 \u00a0\u00a0\u00a0 :return: \u521b\u5efa\u6210\u529f\u6d88\u606f \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 try: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 with open(file_name, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as file: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 file.write(content) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u6587\u4ef6&#039;{file_name}&#039;\u521b\u5efa\u6210\u529f&#034; \u00a0\u00a0\u00a0 except Exception as e: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u521b\u5efa\u6587\u4ef6\u5931\u8d25: {str(e)}&#034;  &#064;mcp.tool() async def read_file(file_name: str) -&gt; str: \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 \u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9 \u00a0\u00a0\u00a0 :param file_name: \u6587\u4ef6\u540d \u00a0\u00a0\u00a0 :return: \u6587\u4ef6\u5185\u5bb9\u6216\u9519\u8bef\u6d88\u606f \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 try: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 with open(file_name, &#034;r&#034;, encoding&#061;&#034;utf-8&#034;) as file: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return file.read() \u00a0\u00a0\u00a0 except FileNotFoundError: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u6587\u4ef6&#039;{file_name}&#039;\u672a\u627e\u5230&#034; \u00a0\u00a0\u00a0 except Exception as e: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u8bfb\u53d6\u6587\u4ef6\u5931\u8d25: {str(e)}&#034;  &#064;mcp.tool() async def write_file(file_name: str, content: str) -&gt; str: \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 \u5199\u5165\u6587\u4ef6\u5185\u5bb9 \u00a0\u00a0\u00a0 :param file_name: \u6587\u4ef6\u540d \u00a0\u00a0\u00a0 :param content: \u6587\u4ef6\u5185\u5bb9 \u00a0\u00a0\u00a0 :return: \u5199\u5165\u6210\u529f\u6d88\u606f \u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0 try: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 with open(file_name, &#034;w&#034;, encoding&#061;&#034;utf-8&#034;) as file: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 file.write(content) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u6587\u4ef6&#039;{file_name}&#039;\u5199\u5165\u6210\u529f&#034; \u00a0\u00a0\u00a0 except Exception as e: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return f&#034;\u5199\u5165\u6587\u4ef6\u5931\u8d25: {str(e)}&#034;<\/span> \u00a0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u8fd0\u884c\u670d\u52a1\u5668<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6700\u540e&#xff0c;\u6211\u4eec\u521d\u59cb\u5316\u5e76\u8fd0\u884c\u670d\u52a1\u7aef&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">PowerShell<\/span> <span style=\"color:black\">if __name__ &#061;&#061; &#034;__main__&#034;: \u00a0\u00a0\u00a0 # <\/span><span style=\"color:black\">\u4ee5\u6807\u51c6 I\/O \u65b9\u5f0f\u8fd0\u884c MCP \u670d\u52a1\u5668 \u00a0\u00a0\u00a0 mcp.run(transport&#061;&#034;stdio&#034;)<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\u60a8\u7684\u670d\u52a1\u5668\u5df2\u5b8c\u6210&#xff01;\u8fd0\u884c<span style=\"background-color:#eff0f1\"><span style=\"color:black\">uv run filesystem.py<\/span><\/span>\u786e\u8ba4\u4e00\u5207\u6b63\u5e38\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#3370ff\">3. <\/span>\u8fd0\u884c\u5929\u6c14\u9884\u62a5\u670d\u52a1\u5668<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u65b0\u5efa\u4e00\u4e2a\u7ec8\u7aef&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">PowerShell<\/span> <span style=\"color:black\">cd server cd weather  uv venv .venv\\\\Scripts\\\\activate  uv run weather.py<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\u786e\u4fdd\u8fd0\u884c\u6210\u529f\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p style=\"margin-left:0;margin-right:0\">\u6539\u9020\u5ba2\u6237\u7aef<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5ba2\u6237\u7aef\u60f3\u8981\u5b9e\u73b0\u4ea4\u4e92\u5f0f\u7684LLM\u591a\u5de5\u5177\u8c03\u7528&#xff0c;\u4e3b\u8981\u9700\u8981\u589e\u52a0\u4ee5\u4e0b\u80fd\u529b&#xff1a;<\/p>\n<li>\u4ece\u5355\u4e2a\u670d\u52a1\u5668\u5f15\u5165&#xff0c;\u53d8\u6210\u591a\u4e2a\u670d\u52a1\u5668\u5f15\u5165&#xff0c;\u5e76\u4e14\u5c06\u591a\u4e2a\u670d\u52a1\u5668\u7684\u5de5\u5177\u6574\u5408\u4e00\u5e76\u63d0\u4f9b\u7ed9LLM<\/li>\n<li>\u5bf9\u8bdd\u662f\u5426\u7ed3\u675f\u4ea4\u7531LLM\u51b3\u5b9a&#xff0c;\u5f53\u8c03\u7528\u4e00\u6b21\u5de5\u5177\u540e\u4e0d\u8db3\u4ee5\u8ba9LLM\u5b8c\u6210\u672c\u6b21\u4efb\u52a1&#xff0c;\u5c06\u5faa\u73af\u8ba9LLM\u8c03\u7528\u5de5\u5177&#xff0c;\u76f4\u81f3LLM\u786e\u5b9a\u4e0d\u9700\u8981\u518d\u8c03\u7528\u5de5\u5177&#xff0c;\u5219\u8fd4\u56de\u3002<\/li>\n<p style=\"margin-left:0;margin-right:0\">\u786e\u5b9a\u4e86\u8fd9\u4e24\u4e2a\u5173\u952e\u4f46\u76f4\u63a5\u4e0a\u4ee3\u7801&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5728<span style=\"background-color:#eff0f1\"><span style=\"color:black\">client<\/span><\/span>\u7684<span style=\"background-color:#eff0f1\"><span style=\"color:black\">mcp-client<\/span><\/span>\u76ee\u5f55\u4e0b\u65b0\u5efa\u4e00\u4e2a<span style=\"background-color:#eff0f1\"><span style=\"color:black\">client_tools.py<\/span><\/span>\u6587\u4ef6&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">python<\/span> <span style=\"color:black\">import asyncio import os from openai import OpenAI from dotenv import load_dotenv from contextlib import AsyncExitStack from mcp import ClientSession, StdioServerParameters from mcp.client.stdio import stdio_client import json  # <\/span><span style=\"color:black\">\u52a0\u8f7d .env \u6587\u4ef6 load_dotenv()  class MCPClient: \u00a0\u00a0\u00a0 def __init__(self): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034;\u521d\u59cb\u5316 MCP \u5ba2\u6237\u7aef&#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.exit_stack &#061; AsyncExitStack() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.api_key &#061; os.getenv(&#034;API_KEY&#034;)\u00a0 # \u8bfb\u53d6 OpenAI API Key \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.base_url &#061; os.getenv(&#034;BASE_URL&#034;)\u00a0 # \u8bfb\u53d6 BASE URL \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.model &#061; os.getenv(&#034;MODEL&#034;)\u00a0 # \u8bfb\u53d6 model \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if not self.api_key: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 raise ValueError(&#034;\u672a\u627e\u5230 API KEY. \u8bf7\u5728 .env \u6587\u4ef6\u4e2d\u914d\u7f6e API_KEY&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.client &#061; OpenAI(api_key&#061;self.api_key, base_url&#061;self.base_url) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.sessions &#061; {}\u00a0 # \u5b58\u50a8\u591a\u4e2a\u670d\u52a1\u7aef\u4f1a\u8bdd \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.tools_map &#061; {}\u00a0 # \u5de5\u5177\u6620\u5c04&#xff1a;\u5de5\u5177\u540d\u79f0 -&gt; \u670d\u52a1\u7aef ID  \u00a0\u00a0\u00a0 async def connect_to_server(self, server_id: str, server_script_path: str): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u8fde\u63a5\u5230 MCP \u670d\u52a1\u5668 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :param server_id: \u670d\u52a1\u7aef\u6807\u8bc6\u7b26 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :param server_script_path: \u670d\u52a1\u7aef\u811a\u672c\u8def\u5f84 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0if server_id in self.sessions: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 raise ValueError(f&#034;\u670d\u52a1\u7aef {server_id} \u5df2\u7ecf\u8fde\u63a5&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 is_python &#061; server_script_path.endswith(&#039;.py&#039;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 is_js &#061; server_script_path.endswith(&#039;.js&#039;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if not (is_python or is_js): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 raise ValueError(&#034;\u670d\u52a1\u5668\u811a\u672c\u5fc5\u987b\u662f Python \u6216 JavaScript \u6587\u4ef6&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 command &#061; &#034;python&#034; if is_python else &#034;node&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 server_params &#061; StdioServerParameters(command&#061;command, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 args&#061;[server_script_path], \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0env&#061;None)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u542f\u52a8 MCP \u670d\u52a1\u5668\u5e76\u5efa\u7acb\u901a\u4fe1 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 stdio_transport &#061; await self.exit_stack.enter_async_context( \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 stdio_client(server_params)) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 stdio, write &#061; stdio_transport \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 session &#061; await self.exit_stack.enter_async_context( \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 ClientSession(stdio, write))  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await session.initialize() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.sessions[server_id] &#061; {&#034;session&#034;: session, &#034;stdio&#034;: stdio, &#034;write&#034;: write} \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(f&#034;\u5df2\u8fde\u63a5\u5230 MCP \u670d\u52a1\u5668: {server_id}&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u66f4\u65b0\u5de5\u5177\u6620\u5c04 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 response &#061; await session.list_tools() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 for tool in response.tools: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.tools_map[tool.name] &#061; server_id \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 async def list_tools(self): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034;\u5217\u51fa\u6240\u6709\u670d\u52a1\u7aef\u7684\u5de5\u5177&#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if not self.sessions: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(&#034;\u6ca1\u6709\u5df2\u8fde\u63a5\u7684\u670d\u52a1\u7aef&#034;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(&#034;\u5df2\u8fde\u63a5\u7684\u670d\u52a1\u7aef\u5de5\u5177\u5217\u8868:&#034;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 for tool_name, server_id in self.tools_map.items(): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(f&#034;\u5de5\u5177: {tool_name}, \u6765\u6e90\u670d\u52a1\u7aef: {server_id}&#034;)  \u00a0\u00a0\u00a0 async def process_query(self, query: str) -&gt; str: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u8c03\u7528\u5927\u6a21\u578b\u5904\u7406\u7528\u6237\u67e5\u8be2&#xff0c;\u5e76\u6839\u636e\u8fd4\u56de\u7684 tools \u5217\u8868\u8c03\u7528\u5bf9\u5e94\u5de5\u5177\u3002 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u652f\u6301\u591a\u6b21\u5de5\u5177\u8c03\u7528&#xff0c;\u76f4\u5230\u6240\u6709\u5de5\u5177\u8c03\u7528\u5b8c\u6210\u3002 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 messages &#061; [{&#034;role&#034;: &#034;user&#034;, &#034;content&#034;: query}]  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u6784\u5efa\u7edf\u4e00\u7684\u5de5\u5177\u5217\u8868 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 available_tools &#061; [] \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 for tool_name, server_id in self.tools_map.items(): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 session &#061; self.sessions[server_id][&#034;session&#034;] \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 response &#061; await session.list_tools() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 for tool in response.tools: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if tool.name &#061;&#061; tool_name: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 available_tools.append({ \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;type&#034;: &#034;function&#034;, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;function&#034;: { \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;name&#034;: tool.name, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;description&#034;: tool.description, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;input_schema&#034;: tool.inputSchema \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 } \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 })  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(&#039;\u6574\u5408\u7684\u670d\u52a1\u7aef\u5de5\u5177\u5217\u8868:&#039;, available_tools)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u5faa\u73af\u5904\u7406\u5de5\u5177\u8c03\u7528 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 while True: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u8bf7\u6c42 OpenAI \u6a21\u578b\u5904\u7406 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 response &#061; self.client.chat.completions.create( \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 model&#061;self.model, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 messages&#061;messages, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 tools&#061;available_tools \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 )  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u5904\u7406\u8fd4\u56de\u7684\u5185\u5bb9 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 content &#061; response.choices[0] \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if content.finish_reason &#061;&#061; &#034;tool_calls&#034;: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u6267\u884c\u5de5\u5177\u8c03\u7528 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 for tool_call in content.message.tool_calls: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 tool_name &#061; tool_call.function.name \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 tool_args &#061; json.loads(tool_call.function.arguments)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u6839\u636e\u5de5\u5177\u540d\u79f0\u627e\u5230\u5bf9\u5e94\u7684\u670d\u52a1\u7aef \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 server_id &#061; self.tools_map.get(tool_name) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if not server_id: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0raise ValueError(f&#034;\u672a\u627e\u5230\u5de5\u5177 {tool_name} \u5bf9\u5e94\u7684\u670d\u52a1\u7aef&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 session &#061; self.sessions[server_id][&#034;session&#034;] \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 result &#061; await session.call_tool(tool_name, tool_args) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(f&#034;\\\\n\\\\n[Calling tool {tool_name} on server {server_id} with args {tool_args}]\\\\n\\\\n&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u5c06\u5de5\u5177\u8c03\u7528\u7684\u7ed3\u679c\u6dfb\u52a0\u5230 messages \u4e2d \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 messages.append({ \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;role&#034;: &#034;tool&#034;, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;content&#034;: result.content[0].text, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;tool_call_id&#034;: tool_call.id, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 })  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 else: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u5982\u679c\u6ca1\u6709\u5de5\u5177\u8c03\u7528&#xff0c;\u8fd4\u56de\u6700\u7ec8\u7684\u56de\u590d \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 return content.message.content \u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0 async def chat_loop(self): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034;\u8fd0\u884c\u4ea4\u4e92\u5f0f\u804a\u5929\u5faa\u73af&#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(&#034;MCP \u5ba2\u6237\u7aef\u5df2\u542f\u52a8&#xff01;\u8f93\u5165 &#039;exit&#039; \u9000\u51fa&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 while True: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 try: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 query &#061; input(&#034;\u95ee: &#034;).strip() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 if query.lower() &#061;&#061; &#039;exit&#039;: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 break  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 response &#061; await self.process_query(query) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(f&#034;AI\u56de\u590d: {response}&#034;)  \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0except Exception as e: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 print(f&#034;\u53d1\u751f\u9519\u8bef: {str(e)}&#034;)  \u00a0\u00a0\u00a0 async def clean(self): \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 &#034;&#034;&#034;\u6e05\u7406\u6240\u6709\u8d44\u6e90&#034;&#034;&#034; \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await self.exit_stack.aclose() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.sessions.clear() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 self.tools_map.clear()  async def main(): \u00a0\u00a0\u00a0 # \u542f\u52a8\u5e76\u521d\u59cb\u5316 MCP \u5ba2\u6237\u7aef \u00a0\u00a0\u00a0 client &#061; MCPClient() \u00a0\u00a0\u00a0 try: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u8fde\u63a5\u591a\u4e2a MCP \u670d\u52a1\u5668 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await client.connect_to_server(&#034;weather&#034;, &#039;..\/..\/server\/weather\/weather.py&#039;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await client.connect_to_server(&#034;filesystem&#034;, &#039;..\/..\/server\/filesystem\/filesystem.py&#039;) \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u5217\u51fa MCP \u670d\u52a1\u5668\u4e0a\u7684\u5de5\u5177 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await client.list_tools() \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u8fd0\u884c\u4ea4\u4e92\u5f0f\u804a\u5929\u5faa\u73af&#xff0c;\u5904\u7406\u7528\u6237\u5bf9\u8bdd \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await client.chat_loop() \u00a0\u00a0\u00a0 finally: \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 # \u6e05\u7406\u8d44\u6e90 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 await client.clean()  if __name__ &#061;&#061; &#034;__main__&#034;: \u00a0\u00a0\u00a0 asyncio.run(main())<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\u8fd0\u884c\u5ba2\u6237\u7aef&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u65b0\u5efa\u4e00\u4e2a\u7ec8\u7aef&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">PowerShell<\/span> <span style=\"color:black\">cd client cd mcp-client  uv venv .venv\\\\Scripts\\\\activate  uv run client_tools.py<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"320\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418131803-6802510b0ea50.gif\" width=\"676\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0\">\u6d4b\u8bd5<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u591a\u5de5\u5177\u6d4b\u8bd5\u5efa\u8bae\u4f7f\u7528<span style=\"background-color:#eff0f1\"><span style=\"color:black\">Qwen 32B<\/span><\/span>\u6216<span style=\"background-color:#eff0f1\"><span style=\"color:black\">DeepSeek V3<\/span><\/span>&#xff0c;\u56fd\u5185\u7684\u5176\u4ed6\u5c0f\u6a21\u578b\u5728\u5de5\u5177\u4f7f\u7528\u4e0a\u6548\u679c\u4e0d\u582a\u5165\u76ee\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u5728<span style=\"background-color:#eff0f1\"><span style=\"color:black\">.env<\/span><\/span>\u6587\u4ef6\u4e2d\u914d\u7f6e&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"background-color:#f5f6f7;border-color:#dee0e3;width:414.0pt\">\n<p style=\"margin-left:0;margin-right:0\"><span style=\"color:#646a73\">PowerShell<\/span> <span style=\"color:black\">BASE_URL&#061;https:\/\/api.siliconflow.cn\/v1 MODEL&#061;deepseek-ai\/DeepSeek-V3 API_KEY&#061;&#034;<\/span><span style=\"color:black\">\u4f60\u7684\u5bc6\u94a5&#034;<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0\">\u5173\u95ed\u91cd\u542f\u542f\u52a8\u4e00\u4e0b&#xff0c;\u6211\u4eec\u6765\u6d4b\u8bd5\u4e00\u4e0b\u5ba2\u6237\u7aef\u591a\u5de5\u5177\u4f7f\u7528\u7684\u6548\u679c&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0\">\u95ee&#xff1a;\u5e2e\u6211\u67e5\u8be2\u5e7f\u4e1c\u7701\u4e1c\u839e\u5e02\u672a\u6765\u4e03\u5929\u7684\u5929\u6c14\u9884\u62a5&#xff0c;\u5e76\u4e14\u518dG\u76d8\u521b\u5efa\u4e00\u4e2aweather.txt\u6587\u4ef6&#xff0c;\u5c06\u67e5\u8be2\u5230\u7684\u5929\u6c14\u9884\u62a5\u5185\u5bb9\u5199\u5165\u6587\u4ef6\u4e2d\u3002<\/p>\n<li>\u5b83\u9996\u5148\u8c03\u7528\u4e86\u672a\u6765\u4e00\u4e2a\u661f\u671f\u5929\u6c14\u9884\u62a5\u7684\u5de5\u5177&#xff1a;<\/li>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"361\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418131803-6802510b280ef.gif\" width=\"690\" \/><\/p>\n<li>\u83b7\u53d6\u5230\u5929\u6c14\u4fe1\u606f\u540e&#xff0c;\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9LLM&#xff0c;LLM\u83b7\u53d6\u6570\u636e\u540e&#xff0c;\u8fd8\u6709\u4e00\u6b65\u6ca1\u6709\u505a&#xff0c;\u7d27\u63a5\u7740\u5c31\u8c03\u7528\u4e86\u6587\u4ef6\u521b\u5efa\u7684\u5de5\u5177&#xff1a;<\/li>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"207\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418131803-6802510b428f9.gif\" width=\"691\" \/><\/p>\n<li>\u5b8c\u6210\u4e86\u6587\u4ef6\u521b\u5efa\u7684\u5de5\u5177\u8c03\u7528\u4e86&#xff0c;\u53c8\u8fd4\u56de\u7ed3\u679c\u7ed9\u5230LLM&#xff0c;LLM\u7ed3\u5408\u4e24\u6b21\u7684\u8fd4\u56de\u6700\u7ec8\u8fd4\u56de&#xff1a;<\/li>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"341\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418131803-6802510b585fc.gif\" width=\"690\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0\">&#x1f92d;\u54b1\u5c31\u662f\u8bf4\u633a\u68d2\u7684&#xff0c;\u5c31\u662f\u7845\u57fa\u6d41\u52a8\u7684DeepSeek V3\u7684\u54cd\u5e94\u901f\u5ea6\u6709\u70b9\u6162&#xff0c;\u6bcf\u6b21\u54cd\u5e94\u90fd\u8981\u4e00\u5206\u949f\u5de6\u53f3&#xff0c;\u4e24\u4e2a\u5de5\u5177\u8c03\u7528\u52a0\u6700\u7ec8\u7684\u8fd4\u56de\u7528\u4e86\u4e09\u5206\u949f&#xff0c;\u4f60\u4e5f\u8d76\u7d27\u8bd5\u8bd5\u5427\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0\">\n<p 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