{"id":80830,"date":"2026-07-24T22:43:07","date_gmt":"2026-07-24T14:43:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/80830.html"},"modified":"2026-07-24T22:43:07","modified_gmt":"2026-07-24T14:43:07","slug":"%e4%bf%9d%e5%a7%86%e7%ba%a7%e6%95%99%e7%a8%8b%ef%bc%9a%e6%89%8b%e6%8a%8a%e6%89%8b%e6%90%ad%e5%bb%bamcp%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%ae%a9ai%e6%9b%bf%e4%bd%a0%e5%b9%b2%e6%b4%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/80830.html","title":{"rendered":"\u4fdd\u59c6\u7ea7\u6559\u7a0b\uff1a\u624b\u628a\u624b\u642d\u5efaMCP\u670d\u52a1\u5668\u8ba9AI\u66ff\u4f60\u5e72\u6d3b"},"content":{"rendered":"

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\u4fdd\u59c6\u7ea7\u6559\u7a0b：\u624b\u628a\u624b\u642d\u5efa MCP \u670d\u52a1\u5668，\u8ba9 AI Agent \u771f\u6b63\u66ff\u4f60\u5e72\u6d3b<\/h2>\n

\u8ba9 AI \u8fde\u63a5\u771f\u5b9e\u4e16\u754c\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u3001API\u3001\u6d4f\u89c8\u5668，\u4e00\u4e2a\u6807\u51c6\u5168\u641e\u5b9a<\/p>\n

\u9884\u8ba1\u5b8c\u6210\u65f6\u95f4： 3 \u5c0f\u65f6
\n\u6240\u9700\u6280\u80fd： \u57fa\u7840 Python\u3001\u4f1a\u7528\u547d\u4ee4\u884c
\n\u9002\u5408\u4eba\u7fa4： \u60f3\u8ba9 AI \u771f\u6b63\u6267\u884c\u4efb\u52a1\u800c\u4e0d\u662f\u53ea\u4f1a\u56de\u7b54\u95ee\u9898\u7684\u540c\u5b66<\/p>\n

\n

\u524d\u8a00：AI \u4e3a\u4ec0\u4e48\u4f1a"\u8bf4\u4e0d\u4f1a"？<\/h3>\n

\u7528\u8fc7 ChatGPT \u6216 Claude \u7684\u540c\u5b66\u53ef\u80fd\u9047\u5230\u8fc7\u8fd9\u79cd\u60c5\u51b5：<\/p>\n

\u4f60\u95ee AI：\u201c\u5e2e\u6211\u67e5\u4e00\u4e0b\u4eca\u5929A\u80a1\u6da8\u4e86\u591a\u5c11\u201d，\u5b83\u56de\u7b54：\u201c\u6211\u6ca1\u6709\u5b9e\u65f6\u6570\u636e，\u65e0\u6cd5\u67e5\u8be2\u201d\u3002<\/p>\n

\u4f60\u95ee：\u201c\u5e2e\u6211\u628a\u6587\u4ef6\u5939\u91cc\u7684\u6240\u6709\u56fe\u7247\u91cd\u547d\u540d\u201d，\u5b83\u8bf4：\u201c\u6211\u65e0\u6cd5\u8bbf\u95ee\u4f60\u7684\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u201d\u3002<\/p>\n

\u4f60\u95ee：\u201c\u5e2e\u6211\u7ed9\u5f20\u4e09\u53d1\u4e00\u5c01\u90ae\u4ef6\u201d，\u5b83\u8bf4：\u201c\u6211\u65e0\u6cd5\u66ff\u4f60\u53d1\u9001\u90ae\u4ef6\u201d\u3002<\/p>\n

\u8fd9\u662f\u4e3a\u4ec0\u4e48？<\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\u2014\u2014\u5927\u6a21\u578b\u662f\u4e00\u4e2a"\u77e5\u8bc6\u578b\u9009\u624b"，\u5b83\u80fd\u56de\u7b54\u95ee\u9898\u3001\u751f\u6210\u5185\u5bb9，\u4f46\u5b83\u65e0\u6cd5\u771f\u6b63\u4e0e\u8fd9\u4e2a\u4e16\u754c\u4ea4\u4e92\u3002\u5b83\u4e0d\u77e5\u9053\u4f60\u7535\u8111\u91cc\u6709\u4ec0\u4e48\u6587\u4ef6，\u4e0d\u77e5\u9053\u4eca\u5929\u662f\u51e0\u53f7，\u66f4\u4e0d\u80fd\u66ff\u4f60\u53d1\u90ae\u4ef6\u3002<\/p>\n

\u90a3\u600e\u4e48\u529e？<\/p>\n

\u7b54\u6848\u5c31\u662f\u4eca\u5929\u8981\u8bb2\u7684 MCP（Model Context Protocol，\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae）\u3002<\/p>\n

\u4e00\u53e5\u8bdd\u89e3\u91ca MCP：\u5b83\u662f\u4e00\u4e2a\u6807\u51c6，\u8ba9 AI \u80fd\u591f\u8c03\u7528\u5916\u90e8\u5de5\u5177\u7684"\u7ffb\u8bd1\u5b98"\u3002<\/p>\n

\u6ca1\u6709 MCP \u65f6，AI \u8bf4"\u6211\u4e0d\u4f1a"\u662f\u56e0\u4e3a\u5b83\u771f\u7684\u6ca1\u6709\u80fd\u529b；
\n\u6709\u4e86 MCP \u540e，AI \u53ef\u4ee5\u8c03\u7528\u6587\u4ef6\u5de5\u5177\u3001\u6570\u636e\u5e93\u5de5\u5177\u3001API\u5de5\u5177\u2014\u2014\u5b83\u4ece"\u8bf4\u4e0d\u4f1a"\u53d8\u6210"\u6211\u53bb\u8bd5\u8bd5"\u3002<\/p>\n

\n

\u4e00\u3001\u5148\u641e\u61c2：MCP \u5230\u5e95\u662f\u4ec0\u4e48？<\/h3>\n

1.1 \u4e0d\u7528\u672f\u8bed，\u7528\u5927\u767d\u8bdd<\/h4>\n

\u60f3\u8c61\u4f60\u662f\u4e00\u4e2a\u56e2\u961f\u7684\u8001\u677f（AI），\u4f60\u624b\u4e0b\u6709\u5f88\u591a\u80fd\u5e72\u6d3b\u7684\u5458\u5de5（\u5de5\u5177），\u4f46\u95ee\u9898\u662f\u4f60\u4e0d\u77e5\u9053\u6bcf\u4e2a\u5458\u5de5\u4f1a\u4ec0\u4e48\u3001\u600e\u4e48\u6307\u6325\u4ed6\u4eec\u3002<\/p>\n

\u6ca1\u6709 MCP \u65f6：<\/p>\n

\u8001\u677f（AI）："\u6211\u9700\u8981\u67e5\u6570\u636e\u5e93，\u4f46\u4e0d\u77e5\u9053\u600e\u4e48\u627e\u5230\u4f1a\u67e5\u6570\u636e\u5e93\u7684\u5458\u5de5"
\n\u5458\u5de5（\u5de5\u5177）："\u6211\u4f1a\u67e5\u6570\u636e\u5e93，\u4f46\u4e0d\u77e5\u9053\u8001\u677f\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u6211"
\n\u2192 \u4e24\u4e2a\u4eba\u4e92\u76f8\u4e0d\u8ba4\u8bc6，\u5408\u4f5c\u5361\u4f4f\u4e86<\/p>\n

\u6709\u4e86 MCP \u65f6：<\/p>\n

MCP = \u56e2\u961f\u79d8\u4e66（\u4e2d\u95f4\u5c42）
\n\u8001\u677f（AI）\u544a\u8bc9\u79d8\u4e66："\u6211\u9700\u8981\u67e5\u6570\u636e\u5e93"
\n\u79d8\u4e66\u8bf4："\u597d，\u6211\u8ba9\u6570\u636e\u5e93\u7ba1\u7406\u5458（\u5de5\u5177）\u6765\u505a"
\n\u2192 \u79d8\u4e66\u8d1f\u8d23\u7ffb\u8bd1\u548c\u534f\u8c03，AI \u53ea\u7ba1\u4e0b\u547d\u4ee4<\/p>\n

1.2 MCP \u7684\u5de5\u4f5c\u539f\u7406<\/h4>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 MCP \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 MCP \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 AI \u5927\u6a21\u578b \u2502 \u2190\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2192 \u2502 MCP Host \u2502 \u2190\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2192 \u2502 MCP Server \u2502
\n\u2502 (Claude) \u2502 \u2502 (Claude App) \u2502 \u2502 (\u5de5\u5177\u63d0\u4f9b\u8005) \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518
\n \u2502
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u2193 \u2193 \u2193
\n \u6587\u4ef6 \u6570\u636e\u5e93 API
\n \u5de5\u5177 \u5de5\u5177 \u5de5\u5177<\/p>\n

MCP \u534f\u8bae\u5b9a\u4e49\u4e86\u4e09\u4e2a\u6838\u5fc3\u4ea4\u4e92：<\/p>\n\n\u4ea4\u4e92\u8bf4\u660e<\/tr>\n\n\n\n\n
Tools（\u5de5\u5177）<\/td>\nAI \u53ef\u4ee5\u8c03\u7528\u54ea\u4e9b\u64cd\u4f5c（\u5982"\u8bfb\u53d6\u6587\u4ef6"\u3001\u201c\u67e5\u6570\u636e\u5e93\u201d）<\/td>\n<\/tr>\n
Resources（\u8d44\u6e90）<\/td>\nAI \u53ef\u4ee5\u8bfb\u53d6\u7684\u6570\u636e（\u5982"\u5f53\u524d\u76ee\u5f55\u6587\u4ef6\u5217\u8868"）<\/td>\n<\/tr>\n
Prompts（\u63d0\u793a\u6a21\u677f）<\/td>\n\u9884\u5b9a\u4e49\u7684\u5de5\u4f5c\u6d41（\u5982"\u5206\u6790\u8fd9\u5f20\u56fe\u7247"）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.3 \u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981 MCP？<\/h4>\n

\u5bf9\u6bd4\u4e00\u4e0b\u4f20\u7edf AI \u5f00\u53d1\u548c MCP：<\/p>\n\n\u5bf9\u6bd4\u9879\u4f20\u7edf\u65b9\u5f0fMCP \u65b9\u5f0f<\/tr>\n\n\n\n\n\n\n
\u63a5\u5165\u65b0\u5de5\u5177<\/td>\n\u9700\u8981\u5199\u5927\u91cf\u4ee3\u7801\u9002\u914d<\/td>\n\u63a5\u5165\u4e00\u4e2a MCP Server \u5c31\u597d\u4e86<\/td>\n<\/tr>\n
\u5de5\u5177\u7ba1\u7406<\/td>\n\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u5199 API \u8c03\u7528<\/td>\n\u7edf\u4e00\u534f\u8bae，\u6240\u6709\u5de5\u5177\u4e00\u4e2a\u63a5\u53e3<\/td>\n<\/tr>\n
AI \u6a21\u578b\u5207\u6362<\/td>\n\u6362\u6a21\u578b\u8981\u91cd\u5199\u5de5\u5177\u4ee3\u7801<\/td>\n\u4e0d\u9700\u8981，\u534f\u8bae\u901a\u7528<\/td>\n<\/tr>\n
\u5b89\u5168<\/td>\n\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u505a\u6743\u9650\u63a7\u5236<\/td>\nMCP \u63d0\u4f9b\u6807\u51c6\u5316\u7684\u6743\u9650\u673a\u5236<\/td>\n<\/tr>\n
\u793e\u533a\u751f\u6001<\/td>\n\u9700\u8981\u81ea\u5df1\u9020\u8f6e\u5b50<\/td>\n\u793e\u533a\u5df2\u7ecf\u9020\u597d\u4e86\u51e0\u767e\u4e2a\u5de5\u5177<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

1.4 MCP \u751f\u6001\u73b0\u72b6<\/h4>\n

MCP \u662f\u7531 Anthropic（Claude \u7684\u516c\u53f8）\u5728 2024 \u5e74\u5e95\u5f00\u6e90\u7684，\u76ee\u524d\u751f\u6001\u5df2\u7ecf\u975e\u5e38\u4e30\u5bcc：<\/p>\n

    \n
  • \u5b98\u65b9\u5de5\u5177：\u6587\u4ef6\u7cfb\u7edf\u3001Git\u3001\u6570\u636e\u5e93\u3001\u6d4f\u89c8\u5668\u7b49<\/li>\n
  • \u793e\u533a\u5de5\u5177：GitHub\u3001Slack\u3001Google Drive\u3001Notion \u7b49<\/li>\n
  • \u4f01\u4e1a\u5de5\u5177：\u5404\u79cd\u5185\u90e8\u7cfb\u7edf\u7684 MCP \u9002\u914d\u5668<\/li>\n<\/ul>\n

    \u5b98\u65b9\u5e02\u573a：https:\/\/modelcontextprotocol.io<\/p>\n

    \n

    \u7b2c\u4e00\u9636\u6bb5：\u5feb\u901f\u4f53\u9a8c\u2014\u2014\u5b89\u88c5\u5b98\u65b9 MCP \u5de5\u5177（15 \u5206\u949f）<\/h3>\n

    \u7b2c 1 \u6b65：\u5b89\u88c5 Claude Desktop（\u542b MCP \u652f\u6301）<\/h4>\n

    MCP \u6700\u6210\u719f\u7684\u5ba2\u6237\u7aef\u662f Claude Desktop（Anthropic \u5b98\u65b9\u63d0\u4f9b）\u3002<\/p>\n

    \u4e0b\u8f7d\u5730\u5740： https:\/\/claude.ai\/download<\/p>\n

    \u4e0b\u8f7d\u5b89\u88c5\u540e，\u767b\u5f55\u4f60\u7684\u8d26\u53f7\u5373\u53ef\u3002<\/p>\n

    \u5982\u679c\u4f60\u7528\u7684\u662f\u5176\u4ed6\u652f\u6301 MCP \u7684\u5ba2\u6237\u7aef（\u5982 Cursor\u3001VS Code \u7b49），\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8df3\u8fc7\u8fd9\u4e00\u6b65，\u7ee7\u7eed\u770b\u7b2c\u4e8c\u9636\u6bb5\u624b\u52a8\u914d\u7f6e\u3002<\/p>\n

    \u7b2c 2 \u6b65：\u5b89\u88c5\u7b2c\u4e00\u4e2a MCP Server\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177<\/h4>\n

    Claude Desktop \u652f\u6301\u4e00\u952e\u5b89\u88c5 MCP \u5de5\u5177\u3002<\/p>\n

  • \u6253\u5f00 Claude Desktop<\/li>\n
  • \u70b9\u51fb\u5de6\u4e0b\u89d2**\u300c\u8bbe\u7f6e\u300d\u2192\u300c\u5f00\u53d1\u8005\u300d**<\/li>\n
  • \u70b9\u51fb**\u300cInstall MCP Server\u300d**<\/li>\n
  • \u627e\u5230 Filesystem，\u70b9\u51fb\u5b89\u88c5<\/li>\n

    \u5b89\u88c5\u5b8c\u6210\u540e，Claude Desktop \u5c31\u80fd\u8bfb\u53d6\u548c\u5199\u5165\u4f60\u7535\u8111\u4e0a\u7684\u6587\u4ef6\u4e86！<\/p>\n

    \u7b2c 3 \u6b65：\u5b9e\u6d4b\u4f53\u9a8c<\/h4>\n

    \u6253\u5f00 Claude Desktop，\u5bf9\u5b83\u8bf4：<\/p>\n

    "\u5e2e\u6211\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a test_project \u7684\u6587\u4ef6\u5939，\u5e76\u5728\u91cc\u9762\u653e\u4e00\u4e2a hello.py \u6587\u4ef6，\u5185\u5bb9\u662f\u4f60\u597d\u4e16\u754c"<\/p>\n

    \u4f60\u4f1a\u770b\u5230 AI \u5b9e\u9645\u4e0a\u8c03\u7528\u4e86\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177，\u521b\u5efa\u4e86\u771f\u5b9e\u7684\u6587\u4ef6\u548c\u6587\u4ef6\u5939\u2014\u2014\u5b83\u4e0d\u518d\u53ea\u662f"\u8bf4\u4e0d\u4f1a"，\u800c\u662f\u771f\u6b63\u5e2e\u4f60\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

    \n

    \u7b2c\u4e8c\u9636\u6bb5：Python \u624b\u52a8\u914d\u7f6e MCP（30 \u5206\u949f）<\/h3>\n

    \u867d\u7136 Claude Desktop \u63d0\u4f9b\u4e86\u4e00\u952e\u5b89\u88c5，\u4f46\u5982\u679c\u4f60\u60f3\u7528 Python \u4ee3\u7801\u81ea\u5df1\u642d\u5efa\u4e00\u4e2a MCP \u96c6\u6210，\u6216\u8005\u5728\u81ea\u5df1\u7684\u5e94\u7528\u91cc\u63a5\u5165 MCP，\u9700\u8981\u624b\u52a8\u914d\u7f6e\u3002<\/p>\n

    \u4e0b\u9762\u6211\u4eec\u4ece\u96f6\u5f00\u59cb\u3002<\/p>\n

    \u7b2c 4 \u6b65：\u5b89\u88c5 Python \u4f9d\u8d56<\/h4>\n

    pip install<\/span> mcp anthropic openai python-dotenv<\/p>\n

    \u7b2c 5 \u6b65：\u76ee\u5f55\u7ed3\u6784<\/h4>\n

    mkdir<\/span> -p<\/span> mcp-demo\/src mcp-demo\/tools mcp-demo\/data
    \ntouch<\/span> mcp-demo\/src\/__init__.py
    \ntouch<\/span> mcp-demo\/tools\/__init__.py
    \ntouch<\/span> mcp-demo\/main.py
    \ntouch<\/span> mcp-demo\/.env<\/p>\n

    \u7b2c 6 \u6b65：\u521b\u5efa MCP Server<\/h4>\n

    MCP Server \u662f\u5de5\u5177\u7684\u63d0\u4f9b\u8005\u3002\u6211\u4eec\u5148\u5199\u4e00\u4e2a\u6700\u7b80\u5355\u7684\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u7684 MCP Server\u3002<\/p>\n

    \u65b0\u5efa mcp-demo\/tools\/file_server.py：<\/p>\n

    """
    \nMCP Server \u793a\u4f8b：\u6587\u4ef6\u7cfb\u7edf\u5de5\u5177
    \nAI \u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a Server \u8bfb\u53d6\u3001\u5199\u5165\u3001\u641c\u7d22\u672c\u673a\u6587\u4ef6
    \n"""<\/span><\/p>\n

    import<\/span> os
    \nfrom<\/span> typing import<\/span> Any<\/p>\n

    # MCP Server \u6838\u5fc3<\/span>
    \nfrom<\/span> mcp.<\/span>server import<\/span> Server
    \nfrom<\/span> mcp.<\/span>types import<\/span> Tool,<\/span> TextContent<\/p>\n

    # \u521b\u5efa MCP Server \u5b9e\u4f8b<\/span>
    \nserver =<\/span> Server(<\/span>"filesystem-tools"<\/span>)<\/span><\/p>\n

    # \u2500\u2500 \u5b9a\u4e49\u5de5\u5177\u5217\u8868 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span>
    \n@server.<\/span>list_tools<\/span>(<\/span>)<\/span>
    \nasync<\/span> def<\/span> list_tools<\/span>(<\/span>)<\/span> –<\/span>><\/span> list<\/span>[<\/span>Tool]<\/span>:<\/span>
    \n """\u8fd4\u56de\u8fd9\u4e2a Server \u63d0\u4f9b\u54ea\u4e9b\u5de5\u5177"""<\/span>
    \n return<\/span> [<\/span>
    \n Tool(<\/span>
    \n name=<\/span>"read_file"<\/span>,<\/span>
    \n description=<\/span>"\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3002\u53c2\u6570：path（\u6587\u4ef6\u8def\u5f84）"<\/span>,<\/span>
    \n inputSchema=<\/span>{<\/span>
    \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u8981\u8bfb\u53d6\u7684\u6587\u4ef6\u8def\u5f84"<\/span>}<\/span>}<\/span>,<\/span>
    \n "required"<\/span>:<\/span> [<\/span>"path"<\/span>]<\/span>
    \n }<\/span>
    \n )<\/span>,<\/span>
    \n Tool(<\/span>
    \n name=<\/span>"write_file"<\/span>,<\/span>
    \n description=<\/span>"\u5199\u5165\u5185\u5bb9\u5230\u6587\u4ef6\u3002\u5982\u679c\u6587\u4ef6\u5b58\u5728\u5219\u8986\u76d6\u3002\u53c2\u6570：path, content"<\/span>,<\/span>
    \n inputSchema=<\/span>{<\/span>
    \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>
    \n "path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u6587\u4ef6\u8def\u5f84"<\/span>}<\/span>,<\/span>
    \n "content"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u6587\u4ef6\u5185\u5bb9"<\/span>}<\/span>
    \n }<\/span>,<\/span>
    \n "required"<\/span>:<\/span> [<\/span>"path"<\/span>,<\/span> "content"<\/span>]<\/span>
    \n }<\/span>
    \n )<\/span>,<\/span>
    \n Tool(<\/span>
    \n name=<\/span>"list_directory"<\/span>,<\/span>
    \n description=<\/span>"\u5217\u51fa\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u6587\u4ef6\u548c\u6587\u4ef6\u5939\u3002\u53c2\u6570：path"<\/span>,<\/span>
    \n inputSchema=<\/span>{<\/span>
    \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u76ee\u5f55\u8def\u5f84"<\/span>}<\/span>}<\/span>,<\/span>
    \n "required"<\/span>:<\/span> [<\/span>"path"<\/span>]<\/span>
    \n }<\/span>
    \n )<\/span>,<\/span>
    \n Tool(<\/span>
    \n name=<\/span>"search_files"<\/span>,<\/span>
    \n description=<\/span>"\u5728\u76ee\u5f55\u4e2d\u641c\u7d22\u5305\u542b\u5173\u952e\u8bcd\u7684\u6587\u4ef6\u3002\u53c2\u6570：path, keyword"<\/span>,<\/span>
    \n inputSchema=<\/span>{<\/span>
    \n "type"<\/span>:<\/span> "object"<\/span>,<\/span>
    \n "properties"<\/span>:<\/span> {<\/span>
    \n "path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u641c\u7d22\u7684\u8d77\u59cb\u76ee\u5f55"<\/span>}<\/span>,<\/span>
    \n "keyword"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>,<\/span> "description"<\/span>:<\/span> "\u8981\u641c\u7d22\u7684\u5173\u952e\u8bcd"<\/span>}<\/span>
    \n }<\/span>,<\/span>
    \n "required"<\/span>:<\/span> [<\/span>"path"<\/span>,<\/span> "keyword"<\/span>]<\/span>
    \n }<\/span>
    \n )<\/span>,<\/span>
    \n ]<\/span><\/p>\n

    # \u2500\u2500 \u5b9e\u73b0\u6bcf\u4e2a\u5de5\u5177\u7684\u5177\u4f53\u529f\u80fd \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span>
    \n@server.<\/span>call_tool<\/span>(<\/span>)<\/span>
    \nasync<\/span> def<\/span> call_tool<\/span>(<\/span>name:<\/span> str<\/span>,<\/span> arguments:<\/span> dict<\/span>[<\/span>str<\/span>,<\/span> Any]<\/span>)<\/span> –<\/span>><\/span> list<\/span>[<\/span>TextContent]<\/span>:<\/span>
    \n """AI \u8c03\u7528\u5de5\u5177\u65f6\u5b9e\u9645\u6267\u884c\u7684\u4ee3\u7801"""<\/span><\/p>\n

    if<\/span> name ==<\/span> "read_file"<\/span>:<\/span>
    \n path =<\/span> arguments[<\/span>"path"<\/span>]<\/span>
    \n if<\/span> not<\/span> os.<\/span>path.<\/span>exists(<\/span>path)<\/span>:<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u6587\u4ef6\u4e0d\u5b58\u5728：<\/span>{<\/span>path}<\/span><\/span>"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    with<\/span> open<\/span>(<\/span>path,<\/span> "r"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n content =<\/span> f.<\/span>read(<\/span>)<\/span><\/p>\n

    if<\/span> len<\/span>(<\/span>content)<\/span> ><\/span> 2000<\/span>:<\/span>
    \n content =<\/span> content[<\/span>:<\/span>2000<\/span>]<\/span> +<\/span> f"\\\\n…（\u5171 <\/span>{<\/span>len<\/span>(<\/span>content)<\/span>}<\/span><\/span> \u5b57\u7b26，\u5185\u5bb9\u5df2\u622a\u65ad）"<\/span><\/span><\/p>\n

    return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u8bfb\u53d6\u6210\u529f\\\\n\\\\n\u6587\u4ef6：<\/span>{<\/span>path}<\/span><\/span>\\\\n\\\\n\u5185\u5bb9：\\\\n<\/span>{<\/span>content}<\/span><\/span>"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    elif<\/span> name ==<\/span> "write_file"<\/span>:<\/span>
    \n path =<\/span> arguments[<\/span>"path"<\/span>]<\/span>
    \n content =<\/span> arguments[<\/span>"content"<\/span>]<\/span>
    \n os.<\/span>makedirs(<\/span>os.<\/span>path.<\/span>dirname(<\/span>path)<\/span> or<\/span> "."<\/span>,<\/span> exist_ok=<\/span>True<\/span>)<\/span>
    \n with<\/span> open<\/span>(<\/span>path,<\/span> "w"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n f.<\/span>write(<\/span>content)<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u5199\u5165\u6210\u529f：<\/span>{<\/span>path}<\/span><\/span>"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    elif<\/span> name ==<\/span> "list_directory"<\/span>:<\/span>
    \n path =<\/span> arguments[<\/span>"path"<\/span>]<\/span>
    \n if<\/span> not<\/span> os.<\/span>path.<\/span>exists(<\/span>path)<\/span>:<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u76ee\u5f55\u4e0d\u5b58\u5728：<\/span>{<\/span>path}<\/span><\/span>"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    items =<\/span> os.<\/span>listdir(<\/span>path)<\/span>
    \n if<\/span> not<\/span> items:<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>"\u76ee\u5f55\u4e3a\u7a7a"<\/span>)<\/span>]<\/span><\/p>\n

    lines =<\/span> [<\/span>f"\u76ee\u5f55\u5185\u5bb9（<\/span>{<\/span>path}<\/span><\/span>）："<\/span><\/span>]<\/span>
    \n for<\/span> item in<\/span> sorted<\/span>(<\/span>items)<\/span>:<\/span>
    \n full_path =<\/span> os.<\/span>path.<\/span>join(<\/span>path,<\/span> item)<\/span>
    \n icon =<\/span> "📂"<\/span> if<\/span> os.<\/span>path.<\/span>isdir(<\/span>full_path)<\/span> else<\/span> "📄"<\/span>
    \n size =<\/span> f" (<\/span>{<\/span>os.<\/span>path.<\/span>getsize(<\/span>full_path)<\/span>}<\/span><\/span> bytes)"<\/span><\/span> if<\/span> os.<\/span>path.<\/span>isfile(<\/span>full_path)<\/span> else<\/span> ""<\/span>
    \n lines.<\/span>append(<\/span>f" <\/span>{<\/span>icon}<\/span><\/span> <\/span>{<\/span>item}<\/span><\/span>{<\/span>size}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>"\\\\n"<\/span>.<\/span>join(<\/span>lines)<\/span>)<\/span>]<\/span><\/p>\n

    elif<\/span> name ==<\/span> "search_files"<\/span>:<\/span>
    \n path =<\/span> arguments[<\/span>"path"<\/span>]<\/span>
    \n keyword =<\/span> arguments[<\/span>"keyword"<\/span>]<\/span>
    \n results =<\/span> [<\/span>]<\/span><\/p>\n

    for<\/span> root,<\/span> dirs,<\/span> files in<\/span> os.<\/span>walk(<\/span>path)<\/span>:<\/span>
    \n for<\/span> file<\/span> in<\/span> files:<\/span>
    \n file_path =<\/span> os.<\/span>path.<\/span>join(<\/span>root,<\/span> file<\/span>)<\/span>
    \n try<\/span>:<\/span>
    \n with<\/span> open<\/span>(<\/span>file_path,<\/span> "r"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>,<\/span> errors=<\/span>"ignore"<\/span>)<\/span> as<\/span> f:<\/span>
    \n if<\/span> keyword in<\/span> f.<\/span>read(<\/span>)<\/span>:<\/span>
    \n results.<\/span>append(<\/span>file_path)<\/span>
    \n except<\/span> Exception:<\/span>
    \n pass<\/span><\/p>\n

    if<\/span> not<\/span> results:<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u5728 <\/span>{<\/span>path}<\/span><\/span> \u4e2d\u6ca1\u6709\u627e\u5230\u5305\u542b\u300c<\/span>{<\/span>keyword}<\/span><\/span>\u300d\u7684\u6587\u4ef6"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u627e\u5230 <\/span>{<\/span>len<\/span>(<\/span>results)<\/span>}<\/span><\/span> \u4e2a\u6587\u4ef6：\\\\n"<\/span><\/span> +<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>[<\/span>f" <\/span>{<\/span>r}<\/span><\/span>"<\/span><\/span> for<\/span> r in<\/span> results]<\/span>)<\/span>)<\/span>]<\/span><\/p>\n

    else<\/span>:<\/span>
    \n return<\/span> [<\/span>TextContent(<\/span>type<\/span>=<\/span>"text"<\/span>,<\/span> text=<\/span>f"\u672a\u77e5\u5de5\u5177：<\/span>{<\/span>name}<\/span><\/span>"<\/span><\/span>)<\/span>]<\/span><\/p>\n

    # \u2500\u2500 \u542f\u52a8 Server \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span>
    \nasync<\/span> def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
    \n """\u542f\u52a8 MCP Server"""<\/span>
    \n print<\/span>(<\/span>"MCP \u6587\u4ef6\u7cfb\u7edf\u5de5\u5177 Server \u5df2\u542f\u52a8"<\/span>)<\/span>
    \n from<\/span> mcp.<\/span>server.<\/span>stdio import<\/span> serve
    \n async<\/span> with<\/span> serve(<\/span>handler=<\/span>server)<\/span>:<\/span>
    \n pass<\/span><\/p>\n

    if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n import<\/span> asyncio
    \n asyncio.<\/span>run(<\/span>main(<\/span>)<\/span>)<\/span><\/p>\n

    \u7b2c 7 \u6b65：\u521b\u5efa\u7b80\u5355\u7684 AI Agent \u6846\u67b6<\/h4>\n

    \u65b0\u5efa mcp-demo\/main.py，\u628a AI \u548c MCP \u5de5\u5177\u8fde\u63a5\u8d77\u6765：<\/p>\n

    """
    \nMCP AI Agent \u6838\u5fc3\u6846\u67b6
    \n\u628a Claude \/ DeepSeek \u7b49\u5927\u6a21\u578b\u4e0e MCP \u5de5\u5177\u8fde\u63a5\u8d77\u6765
    \n"""<\/span><\/p>\n

    import<\/span> os
    \nimport<\/span> json
    \nfrom<\/span> dotenv import<\/span> load_dotenv<\/p>\n

    load_dotenv(<\/span>)<\/span><\/p>\n

    class<\/span> MCPAgent<\/span>:<\/span>
    \n """
    \n \u57fa\u4e8e MCP \u7684 AI Agent<\/p>\n

    \u5de5\u4f5c\u6d41\u7a0b：
    \n \u7528\u6237\u8f93\u5165 \u2192 AI \u5224\u65ad\u662f\u5426\u9700\u8981\u5de5\u5177 \u2192 \u8c03\u7528\u5de5\u5177 \u2192 \u628a\u7ed3\u679c\u8fd4\u56de\u7ed9 AI \u2192 \u751f\u6210\u6700\u7ec8\u56de\u7b54
    \n """<\/span><\/p>\n

    def<\/span> __init__<\/span>(<\/span>self,<\/span> model:<\/span> str<\/span> =<\/span> "deepseek"<\/span>)<\/span>:<\/span>
    \n self.<\/span>model =<\/span> model
    \n self.<\/span>tools =<\/span> [<\/span>]<\/span><\/p>\n

    if<\/span> model ==<\/span> "claude"<\/span>:<\/span>
    \n from<\/span> anthropic import<\/span> Anthropic
    \n self.<\/span>client =<\/span> Anthropic(<\/span>api_key=<\/span>os.<\/span>getenv(<\/span>"ANTHROPIC_API_KEY"<\/span>)<\/span>)<\/span>
    \n elif<\/span> model ==<\/span> "openai"<\/span>:<\/span>
    \n from<\/span> openai import<\/span> OpenAI
    \n self.<\/span>client =<\/span> OpenAI(<\/span>api_key=<\/span>os.<\/span>getenv(<\/span>"OPENAI_API_KEY"<\/span>)<\/span>)<\/span>
    \n elif<\/span> model ==<\/span> "deepseek"<\/span>:<\/span>
    \n from<\/span> openai import<\/span> OpenAI
    \n self.<\/span>client =<\/span> OpenAI(<\/span>api_key=<\/span>os.<\/span>getenv(<\/span>"DEEPSEEK_API_KEY"<\/span>)<\/span>,<\/span> base_url=<\/span>"https:\/\/api.deepseek.com"<\/span>)<\/span>
    \n else<\/span>:<\/span>
    \n raise<\/span> ValueError(<\/span>f"\u4e0d\u652f\u6301\u7684\u6a21\u578b：<\/span>{<\/span>model}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    print<\/span>(<\/span>f"Agent \u521d\u59cb\u5316\u5b8c\u6210，\u4f7f\u7528\u6a21\u578b：<\/span>{<\/span>model}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    def<\/span> register_tools<\/span>(<\/span>self,<\/span> tools:<\/span> list<\/span>)<\/span>:<\/span>
    \n """\u6ce8\u518c\u53ef\u7528\u7684\u5de5\u5177"""<\/span>
    \n self.<\/span>tools =<\/span> tools
    \n print<\/span>(<\/span>f"\u5df2\u6ce8\u518c <\/span>{<\/span>len<\/span>(<\/span>tools)<\/span>}<\/span><\/span> \u4e2a\u5de5\u5177"<\/span><\/span>)<\/span>
    \n for<\/span> t in<\/span> tools:<\/span>
    \n print<\/span>(<\/span>f" – <\/span>{<\/span>t[<\/span>'name'<\/span>]<\/span>}<\/span><\/span>: <\/span>{<\/span>t[<\/span>'description'<\/span>]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    def<\/span> chat<\/span>(<\/span>self,<\/span> message:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u5bf9\u8bdd：AI \u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177，\u7136\u540e\u751f\u6210\u56de\u7b54"""<\/span>
    \n messages =<\/span> [<\/span>
    \n {<\/span>
    \n "role"<\/span>:<\/span> "system"<\/span>,<\/span>
    \n "content"<\/span>:<\/span> """\u4f60\u662f\u4e00\u4e2a\u667a\u80fd\u52a9\u624b，\u6709\u4ee5\u4e0b\u5de5\u5177\u53ef\u7528：
    \n– read_file: \u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9
    \n– write_file: \u5199\u5165\u6587\u4ef6\u5185\u5bb9
    \n– list_directory: \u5217\u51fa\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6
    \n– search_files: \u641c\u7d22\u5305\u542b\u5173\u952e\u8bcd\u7684\u6587\u4ef6<\/p>\n

    \u5982\u679c\u7528\u6237\u8981\u6c42\u4f60\u8bfb\u53d6\u3001\u521b\u5efa\u3001\u641c\u7d22\u6587\u4ef6，\u7acb\u5373\u8c03\u7528\u5bf9\u5e94\u5de5\u5177\u3002"""<\/span>
    \n }<\/span>,<\/span>
    \n {<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> message}<\/span>
    \n ]<\/span><\/p>\n

    response =<\/span> self.<\/span>_call_ai(<\/span>messages)<\/span><\/p>\n

    # \u5982\u679c AI \u8bf4\u9700\u8981\u8c03\u7528\u5de5\u5177<\/span>
    \n while<\/span> response.<\/span>get(<\/span>"tool_calls"<\/span>)<\/span>:<\/span>
    \n for<\/span> tool_call in<\/span> response[<\/span>"tool_calls"<\/span>]<\/span>:<\/span>
    \n tool_name =<\/span> tool_call[<\/span>"name"<\/span>]<\/span>
    \n tool_args =<\/span> tool_call[<\/span>"arguments"<\/span>]<\/span><\/p>\n

    result =<\/span> self.<\/span>_execute_tool(<\/span>tool_name,<\/span> tool_args)<\/span><\/p>\n

    messages.<\/span>append(<\/span>{<\/span>"role"<\/span>:<\/span> "assistant"<\/span>,<\/span> "content"<\/span>:<\/span> response[<\/span>"content"<\/span>]<\/span>}<\/span>)<\/span>
    \n messages.<\/span>append(<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> f"[\u5de5\u5177\u7ed3\u679c]\\\\n<\/span>{<\/span>result}<\/span><\/span>\\\\n\\\\n\u8bf7\u7ee7\u7eed\u3002"<\/span><\/span>}<\/span>)<\/span><\/p>\n

    response =<\/span> self.<\/span>_call_ai(<\/span>messages)<\/span><\/p>\n

    return<\/span> response.<\/span>get(<\/span>"content"<\/span>,<\/span> "AI \u6ca1\u6709\u8fd4\u56de\u5185\u5bb9"<\/span>)<\/span><\/p>\n

    def<\/span> _call_ai<\/span>(<\/span>self,<\/span> messages:<\/span> list<\/span>)<\/span> –<\/span>><\/span> dict<\/span>:<\/span>
    \n """\u8c03\u7528\u5927\u6a21\u578b"""<\/span>
    \n if<\/span> self.<\/span>model ==<\/span> "claude"<\/span>:<\/span>
    \n resp =<\/span> self.<\/span>client.<\/span>messages.<\/span>create(<\/span>
    \n model=<\/span>"claude-3-5-sonnet-20241022"<\/span>,<\/span>
    \n max_tokens=<\/span>1024<\/span>,<\/span>
    \n messages=<\/span>messages,<\/span>
    \n tools=<\/span>[<\/span>{<\/span>"name"<\/span>:<\/span> t[<\/span>"name"<\/span>]<\/span>,<\/span> "description"<\/span>:<\/span> t[<\/span>"description"<\/span>]<\/span>,<\/span> "input_schema"<\/span>:<\/span> t[<\/span>"input_schema"<\/span>]<\/span>}<\/span>
    \n for<\/span> t in<\/span> self.<\/span>tools]<\/span>
    \n )<\/span>
    \n return<\/span> {<\/span>
    \n "content"<\/span>:<\/span> resp.<\/span>content[<\/span>0<\/span>]<\/span>.<\/span>text if<\/span> hasattr<\/span>(<\/span>resp.<\/span>content[<\/span>0<\/span>]<\/span>,<\/span> "text"<\/span>)<\/span> else<\/span> str<\/span>(<\/span>resp.<\/span>content)<\/span>,<\/span>
    \n "tool_calls"<\/span>:<\/span> [<\/span>{<\/span>"name"<\/span>:<\/span> tc.<\/span>name,<\/span> "arguments"<\/span>:<\/span> tc.<\/span>input<\/span>}<\/span>
    \n for<\/span> tc in<\/span> resp.<\/span>content if<\/span> hasattr<\/span>(<\/span>tc,<\/span> "input"<\/span>)<\/span>]<\/span> if<\/span> hasattr<\/span>(<\/span>resp,<\/span> "content"<\/span>)<\/span> else<\/span> [<\/span>]<\/span>
    \n }<\/span>
    \n elif<\/span> self.<\/span>model in<\/span> (<\/span>"openai"<\/span>,<\/span> "deepseek"<\/span>)<\/span>:<\/span>
    \n resp =<\/span> self.<\/span>client.<\/span>chat.<\/span>completions.<\/span>create(<\/span>
    \n model=<\/span>"gpt-4o"<\/span> if<\/span> self.<\/span>model ==<\/span> "openai"<\/span> else<\/span> "deepseek-chat"<\/span>,<\/span>
    \n messages=<\/span>messages,<\/span>
    \n tools=<\/span>[<\/span>{<\/span>"type"<\/span>:<\/span> "function"<\/span>,<\/span> "function"<\/span>:<\/span> {<\/span>
    \n "name"<\/span>:<\/span> t[<\/span>"name"<\/span>]<\/span>,<\/span> "description"<\/span>:<\/span> t[<\/span>"description"<\/span>]<\/span>,<\/span> "parameters"<\/span>:<\/span> t[<\/span>"input_schema"<\/span>]<\/span>
    \n }<\/span>}<\/span> for<\/span> t in<\/span> self.<\/span>tools]<\/span>
    \n )<\/span>
    \n choice =<\/span> resp.<\/span>choices[<\/span>0<\/span>]<\/span>
    \n tool_calls =<\/span> [<\/span>]<\/span>
    \n if<\/span> choice.<\/span>message.<\/span>tool_calls:<\/span>
    \n for<\/span> tc in<\/span> choice.<\/span>message.<\/span>tool_calls:<\/span>
    \n tool_calls.<\/span>append(<\/span>{<\/span>"name"<\/span>:<\/span> tc.<\/span>function.<\/span>name,<\/span> "arguments"<\/span>:<\/span> json.<\/span>loads(<\/span>tc.<\/span>function.<\/span>arguments)<\/span>}<\/span>)<\/span>
    \n return<\/span> {<\/span>"content"<\/span>:<\/span> choice.<\/span>message.<\/span>content or<\/span> ""<\/span>,<\/span> "tool_calls"<\/span>:<\/span> tool_calls}<\/span><\/p>\n

    def<\/span> _execute_tool<\/span>(<\/span>self,<\/span> name:<\/span> str<\/span>,<\/span> args:<\/span> dict<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n """\u6267\u884c\u5de5\u5177"""<\/span>
    \n if<\/span> name ==<\/span> "read_file"<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n with<\/span> open<\/span>(<\/span>args.<\/span>get(<\/span>"path"<\/span>,<\/span> ""<\/span>)<\/span>,<\/span> "r"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n return<\/span> f"\u6587\u4ef6\u5185\u5bb9：\\\\n<\/span>{<\/span>f.<\/span>read(<\/span>)<\/span>[<\/span>:<\/span>2000]<\/span>}<\/span><\/span>"<\/span><\/span>
    \n except<\/span> FileNotFoundError:<\/span>
    \n return<\/span> f"\u6587\u4ef6\u4e0d\u5b58\u5728：<\/span>{<\/span>args.<\/span>get(<\/span>'path'<\/span>,<\/span> ''<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n return<\/span> f"\u8bfb\u53d6\u5931\u8d25：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span><\/p>\n

    elif<\/span> name ==<\/span> "write_file"<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n os.<\/span>makedirs(<\/span>os.<\/span>path.<\/span>dirname(<\/span>args.<\/span>get(<\/span>"path"<\/span>,<\/span> ""<\/span>)<\/span>)<\/span> or<\/span> "."<\/span>,<\/span> exist_ok=<\/span>True<\/span>)<\/span>
    \n with<\/span> open<\/span>(<\/span>args.<\/span>get(<\/span>"path"<\/span>,<\/span> ""<\/span>)<\/span>,<\/span> "w"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n f.<\/span>write(<\/span>args.<\/span>get(<\/span>"content"<\/span>,<\/span> ""<\/span>)<\/span>)<\/span>
    \n return<\/span> f"\u5199\u5165\u6210\u529f：<\/span>{<\/span>args.<\/span>get(<\/span>'path'<\/span>,<\/span> ''<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n return<\/span> f"\u5199\u5165\u5931\u8d25：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span><\/p>\n

    elif<\/span> name ==<\/span> "list_directory"<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n items =<\/span> os.<\/span>listdir(<\/span>args.<\/span>get(<\/span>"path"<\/span>,<\/span> "."<\/span>)<\/span>)<\/span>
    \n return<\/span> "\u76ee\u5f55\u5185\u5bb9：\\\\n"<\/span> +<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>[<\/span>f" – <\/span>{<\/span>i}<\/span><\/span>"<\/span><\/span> for<\/span> i in<\/span> items]<\/span>)<\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n return<\/span> f"\u5217\u51fa\u5931\u8d25：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span><\/p>\n

    elif<\/span> name ==<\/span> "search_files"<\/span>:<\/span>
    \n results =<\/span> [<\/span>]<\/span>
    \n for<\/span> root,<\/span> dirs,<\/span> files in<\/span> os.<\/span>walk(<\/span>args.<\/span>get(<\/span>"path"<\/span>,<\/span> "."<\/span>)<\/span>)<\/span>:<\/span>
    \n for<\/span> file<\/span> in<\/span> files:<\/span>
    \n try<\/span>:<\/span>
    \n with<\/span> open<\/span>(<\/span>os.<\/span>path.<\/span>join(<\/span>root,<\/span> file<\/span>)<\/span>,<\/span> "r"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>,<\/span> errors=<\/span>"ignore"<\/span>)<\/span> as<\/span> f:<\/span>
    \n if<\/span> args.<\/span>get(<\/span>"keyword"<\/span>,<\/span> ""<\/span>)<\/span> in<\/span> f.<\/span>read(<\/span>)<\/span>:<\/span>
    \n results.<\/span>append(<\/span>os.<\/span>path.<\/span>join(<\/span>root,<\/span> file<\/span>)<\/span>)<\/span>
    \n except<\/span> Exception:<\/span>
    \n pass<\/span>
    \n return<\/span> f"\u627e\u5230 <\/span>{<\/span>len<\/span>(<\/span>results)<\/span>}<\/span><\/span> \u4e2a\u6587\u4ef6：\\\\n"<\/span><\/span> +<\/span> "\\\\n"<\/span>.<\/span>join(<\/span>results[<\/span>:<\/span>20<\/span>]<\/span>)<\/span><\/p>\n

    return<\/span> f"\u672a\u77e5\u5de5\u5177：<\/span>{<\/span>name}<\/span><\/span>"<\/span><\/span><\/p>\n

    # \u2500\u2500 \u5feb\u901f\u6d4b\u8bd5 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span>
    \nif<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n print<\/span>(<\/span>"="<\/span> *<\/span> 50<\/span>)<\/span>
    \n print<\/span>(<\/span>"MCP AI Agent \u6d4b\u8bd5"<\/span>)<\/span>
    \n print<\/span>(<\/span>"="<\/span> *<\/span> 50<\/span>)<\/span><\/p>\n

    agent =<\/span> MCPAgent(<\/span>model=<\/span>"deepseek"<\/span>)<\/span><\/p>\n

    tools =<\/span> [<\/span>
    \n {<\/span>"name"<\/span>:<\/span> "read_file"<\/span>,<\/span> "description"<\/span>:<\/span> "\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9"<\/span>,<\/span>
    \n "input_schema"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "object"<\/span>,<\/span> "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>}<\/span>,<\/span> "required"<\/span>:<\/span> [<\/span>"path"<\/span>]<\/span>}<\/span>}<\/span>,<\/span>
    \n {<\/span>"name"<\/span>:<\/span> "write_file"<\/span>,<\/span> "description"<\/span>:<\/span> "\u5199\u5165\u6587\u4ef6\u5185\u5bb9"<\/span>,<\/span>
    \n "input_schema"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "object"<\/span>,<\/span> "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>,<\/span> "content"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>}<\/span>,<\/span> "required"<\/span>:<\/span> [<\/span>"path"<\/span>,<\/span> "content"<\/span>]<\/span>}<\/span>}<\/span>,<\/span>
    \n {<\/span>"name"<\/span>:<\/span> "list_directory"<\/span>,<\/span> "description"<\/span>:<\/span> "\u5217\u51fa\u76ee\u5f55\u4e0b\u7684\u6587\u4ef6"<\/span>,<\/span>
    \n "input_schema"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "object"<\/span>,<\/span> "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>}<\/span>,<\/span> "required"<\/span>:<\/span> [<\/span>"path"<\/span>]<\/span>}<\/span>}<\/span>,<\/span>
    \n {<\/span>"name"<\/span>:<\/span> "search_files"<\/span>,<\/span> "description"<\/span>:<\/span> "\u641c\u7d22\u5305\u542b\u5173\u952e\u8bcd\u7684\u6587\u4ef6"<\/span>,<\/span>
    \n "input_schema"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "object"<\/span>,<\/span> "properties"<\/span>:<\/span> {<\/span>"path"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>,<\/span> "keyword"<\/span>:<\/span> {<\/span>"type"<\/span>:<\/span> "string"<\/span>}<\/span>}<\/span>,<\/span> "required"<\/span>:<\/span> [<\/span>"path"<\/span>,<\/span> "keyword"<\/span>]<\/span>}<\/span>}<\/span>,<\/span>
    \n ]<\/span><\/p>\n

    agent.<\/span>register_tools(<\/span>tools)<\/span><\/p>\n

    print<\/span>(<\/span>"\\\\n\u6d4b\u8bd5\u5f00\u59cb（\u8f93\u5165 quit \u9000\u51fa）"<\/span>)<\/span>
    \n while<\/span> True<\/span>:<\/span>
    \n try<\/span>:<\/span>
    \n user_input =<\/span> input<\/span>(<\/span>"\\\\n\u4f60："<\/span>)<\/span>.<\/span>strip(<\/span>)<\/span>
    \n if<\/span> not<\/span> user_input:<\/span>
    \n continue<\/span>
    \n if<\/span> user_input.<\/span>lower(<\/span>)<\/span> in<\/span> [<\/span>"quit"<\/span>,<\/span> "exit"<\/span>,<\/span> "q"<\/span>]<\/span>:<\/span>
    \n print<\/span>(<\/span>"\u518d\u89c1！"<\/span>)<\/span>
    \n break<\/span><\/p>\n

    response =<\/span> agent.<\/span>chat(<\/span>user_input)<\/span>
    \n print<\/span>(<\/span>f"\\\\nAI：\\\\n<\/span>{<\/span>response}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    except<\/span> (<\/span>KeyboardInterrupt,<\/span> EOFError)<\/span>:<\/span>
    \n print<\/span>(<\/span>"\\\\n\u518d\u89c1！"<\/span>)<\/span>
    \n break<\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n print<\/span>(<\/span>f"\\\\n\u51fa\u9519：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

    \n

    \u7b2c\u4e09\u9636\u6bb5：\u5b9e\u6218\u2014\u2014\u6784\u5efa\u4e2a\u4eba\u77e5\u8bc6\u5e93 Agent（45 \u5206\u949f）<\/h3>\n

    \u7b2c 8 \u6b65：\u51c6\u5907\u77e5\u8bc6\u5e93\u6587\u4ef6<\/h4>\n

    cd<\/span> mcp-demo
    \nmkdir<\/span> -p<\/span> data<\/p>\n

    # \u521b\u5efa Python \u7b14\u8bb0<\/span>
    \ncat<\/span> ><\/span> data\/python\u7b14\u8bb0.txt <<<\/span> 'EOF'
    \nPython \u5f02\u6b65\u7f16\u7a0b\u5b66\u4e60\u7b14\u8bb0：<\/p>\n

    \u4e00\u3001asyncio \u6a21\u5757
    \nasyncio \u662f Python \u6807\u51c6\u5e93\u4e2d\u7684\u5f02\u6b65\u7f16\u7a0b\u6846\u67b6\u3002
    \n\u6838\u5fc3\u6982\u5ff5：
    \n– Coroutine（\u534f\u7a0b）：\u7528 async def \u5b9a\u4e49\u7684\u5f02\u6b65\u51fd\u6570
    \n– Task（\u4efb\u52a1）：\u534f\u7a0b\u7684\u5c01\u88c5，\u7528\u4e8e\u5e76\u53d1\u8c03\u5ea6
    \n– Event Loop（\u4e8b\u4ef6\u5faa\u73af）：\u534f\u7a0b\u7684\u8c03\u5ea6\u5668<\/p>\n

    \u793a\u4f8b\u4ee3\u7801：
    \nimport asyncio
    \nasync def hello():
    \n print("Hello!")
    \n await asyncio.sleep(1)
    \n print("World!")
    \nasyncio.run(hello())<\/p>\n

    \u4e8c\u3001async\/await \u8bed\u6cd5
    \n– async def \u5b9a\u4e49\u534f\u7a0b\u51fd\u6570
    \n– await \u7b49\u5f85\u4e00\u4e2a\u534f\u7a0b\u5b8c\u6210（\u4e0d\u963b\u585e\u5176\u4ed6\u4efb\u52a1）
    \n– \u4e0d\u80fd\u5728\u666e\u901a\u51fd\u6570\u4e2d await \u5f02\u6b65\u51fd\u6570<\/p>\n

    \u4e09\u3001\u5e94\u7528\u573a\u666f
    \n– \u9ad8\u5e76\u53d1\u7f51\u7edc\u8bf7\u6c42（\u722c\u866b\u3001API\u8c03\u7528）
    \n– IO \u5bc6\u96c6\u578b\u4efb\u52a1（\u6587\u4ef6\u8bfb\u5199\u3001\u6570\u636e\u5e93\u67e5\u8be2）
    \n– Web \u670d\u52a1\u5668（aiohttp\u3001FastAPI）<\/p>\n

    \u56db\u3001\u6ce8\u610f\u4e8b\u9879
    \n– \u534f\u7a0b\u4e0d\u80fd\u5d4c\u5957\u963b\u585e\u8c03\u7528（\u5982 time.sleep）
    \n– \u4f7f\u7528 asyncio.sleep \u66ff\u4ee3 time.sleep
    \n– \u9519\u8bef\u5904\u7406\u7528 try\/except
    \nEOF<\/span><\/p>\n

    # \u521b\u5efa\u670d\u52a1\u5668\u7b14\u8bb0<\/span>
    \ncat<\/span> ><\/span> data\/\u670d\u52a1\u5668\u7b14\u8bb0.txt <<<\/span> 'EOF'
    \nLinux \u670d\u52a1\u5668\u8fd0\u7ef4\u7b14\u8bb0：<\/p>\n

    1. \u5e38\u7528\u547d\u4ee4
    \n– top：\u67e5\u770b\u8fdb\u7a0b\u548c\u7cfb\u7edf\u8d44\u6e90
    \n– htop：\u66f4\u53cb\u597d\u7684 top
    \n– df -h：\u67e5\u770b\u78c1\u76d8\u4f7f\u7528\u60c5\u51b5
    \n– du -sh：\u67e5\u770b\u76ee\u5f55\u5927\u5c0f<\/p>\n

    2. SSH \u514d\u5bc6\u767b\u5f55
    \nssh-copy-id user@server_ip<\/p>\n

    3. \u9632\u706b\u5899
    \n# Ubuntu
    \nufw allow 22
    \nufw allow 80<\/p>\n

    # CentOS
    \nfirewall-cmd –permanent –add-port=80\/tcp
    \nfirewall-cmd –reload<\/p>\n

    4. \u5e38\u7528\u670d\u52a1
    \n– Nginx：\u53cd\u5411\u4ee3\u7406\u3001Web\u670d\u52a1\u5668
    \n– Supervisor：\u8fdb\u7a0b\u7ba1\u7406
    \nEOF<\/span><\/p>\n

    echo<\/span> "\u6d4b\u8bd5\u6570\u636e\u5df2\u521b\u5efa"<\/span><\/p>\n

    \u7b2c 9 \u6b65：\u8fd0\u884c\u6d4b\u8bd5<\/h4>\n

    cd<\/span> mcp-demo
    \npython main.py<\/p>\n

    \u6d4b\u8bd5\u5bf9\u8bdd：<\/p>\n

    \u4f60：\u5e2e\u6211\u641c\u7d22\u4e00\u4e0b\u6709\u6ca1\u6709\u5173\u4e8e Python \u7684\u7b14\u8bb0
    \nAI：\u6b63\u5728\u641c\u7d22…
    \n[\u5de5\u5177\u8c03\u7528] search_files(path="data", keyword="Python")
    \n[\u5de5\u5177\u7ed3\u679c] \u627e\u5230 1 \u4e2a\u6587\u4ef6：data\/python\u7b14\u8bb0.txt
    \n[\u7ee7\u7eed] \u73b0\u5728\u8bfb\u53d6\u8fd9\u4e2a\u6587\u4ef6…
    \n[\u5de5\u5177\u8c03\u7528] read_file(path="data\/python\u7b14\u8bb0.txt")
    \n[\u5de5\u5177\u7ed3\u679c] \u6587\u4ef6\u5185\u5bb9：…<\/p>\n

    AI：\u627e\u5230\u4e86！\u5173\u4e8e Python \u7684\u7b14\u8bb0\u5728 data\/python\u7b14\u8bb0.txt \u4e2d，\u5185\u5bb9\u5305\u62ec：
    \n1. asyncio \u6a21\u5757\u7684\u4f7f\u7528（\u534f\u7a0b\u3001\u4efb\u52a1\u3001\u4e8b\u4ef6\u5faa\u73af）
    \n2. async\/await \u8bed\u6cd5
    \n3. \u5e94\u7528\u573a\u666f（\u9ad8\u5e76\u53d1\u7f51\u7edc\u8bf7\u6c42\u3001IO\u5bc6\u96c6\u578b\u4efb\u52a1）<\/p>\n

    \n

    \u7b2c\u56db\u9636\u6bb5：\u8fde\u63a5\u771f\u5b9e\u4e16\u754c\u2014\u2014\u5e38\u7528 MCP Server（30 \u5206\u949f）<\/h3>\n

    \u7b2c 10 \u6b65：GitHub MCP Server<\/h4>\n

    \u5982\u679c\u60f3\u7528 AI \u7ba1\u7406 GitHub \u4ed3\u5e93：<\/p>\n

    npm<\/span> install<\/span> -g<\/span> @modelcontextprotocol\/server-github
    \nexport<\/span> GITHUB_TOKEN<\/span>=<\/span>ghp_xxxxxxxxxxxxxxx
    \nmcp-server-github<\/p>\n

    \u53ef\u7528\u5de5\u5177：<\/p>\n

      \n
    • github_list_repos: \u5217\u51fa\u6240\u6709\u4ed3\u5e93<\/li>\n
    • github_create_issue: \u521b\u5efa Issue<\/li>\n
    • github_search_code: \u641c\u7d22\u4ee3\u7801<\/li>\n<\/ul>\n

      \u7b2c 11 \u6b65：\u6570\u636e\u5e93 MCP Server<\/h4>\n

      AI \u76f4\u63a5\u64cd\u4f5c\u6570\u636e\u5e93：<\/p>\n

      pip install<\/span> mcp-server-database
      \nexport<\/span> DATABASE_URL<\/span>=<\/span>postgresql:\/\/user:pass@localhost:5432\/mydb
      \npython -m<\/span> mcp.server.database<\/p>\n

      \u53ef\u7528\u5de5\u5177：<\/p>\n

        \n
      • db_query: \u6267\u884c SQL \u67e5\u8be2<\/li>\n
      • db_list_tables: \u5217\u51fa\u6240\u6709\u8868<\/li>\n
      • db_describe_table: \u67e5\u770b\u8868\u7ed3\u6784<\/li>\n<\/ul>\n

        \u7b2c 12 \u6b65：\u6d4f\u89c8\u5668 MCP Server<\/h4>\n

        AI \u63a7\u5236\u6d4f\u89c8\u5668\u81ea\u52a8\u5316：<\/p>\n

        pip install<\/span> mcp-server-browser
        \nplaywright install<\/span> chromium<\/p>\n

        \u53ef\u7528\u5de5\u5177：<\/p>\n

          \n
        • browser_navigate: \u6253\u5f00\u7f51\u9875<\/li>\n
        • browser_click: \u70b9\u51fb\u5143\u7d20<\/li>\n
        • browser_screenshot: \u622a\u56fe<\/li>\n<\/ul>\n

          \u7b2c 13 \u6b65：\u591a\u4e2a MCP Server \u540c\u65f6\u4f7f\u7528<\/h4>\n

          Claude Desktop \u652f\u6301\u540c\u65f6\u8fd0\u884c\u591a\u4e2a MCP Server\u3002<\/p>\n

          \u914d\u7f6e\u793a\u4f8b（~\/.claude_desktop_config.json）：<\/p>\n

          {<\/span>
          \n "mcpServers"<\/span>:<\/span> {<\/span>
          \n "filesystem"<\/span>:<\/span> {<\/span>
          \n "command"<\/span>:<\/span> "npx"<\/span>,<\/span>
          \n "args"<\/span>:<\/span> [<\/span>"-y"<\/span>,<\/span> "@modelcontextprotocol\/server-filesystem"<\/span>,<\/span> "\/home\/user"<\/span>]<\/span>
          \n }<\/span>,<\/span>
          \n "github"<\/span>:<\/span> {<\/span>
          \n "command"<\/span>:<\/span> "npx"<\/span>,<\/span>
          \n "args"<\/span>:<\/span> [<\/span>"-y"<\/span>,<\/span> "@modelcontextprotocol\/server-github"<\/span>]<\/span>
          \n }<\/span>
          \n }<\/span>
          \n}<\/span><\/p>\n

          \n

          \u7b2c\u4e94\u9636\u6bb5：\u8fdb\u9636\u2014\u2014\u6784\u5efa\u751f\u4ea7\u7ea7 Agent（30 \u5206\u949f）<\/h3>\n

          \u7b2c 14 \u6b65：\u6dfb\u52a0\u8bb0\u5fc6\u529f\u80fd<\/h4>\n

          \u8ba9 Agent \u8bb0\u4f4f\u5bf9\u8bdd\u5386\u53f2：<\/p>\n

          class<\/span> PersistentMCPAgent<\/span>(<\/span>MCPAgent)<\/span>:<\/span>
          \n """\u5e26\u8bb0\u5fc6\u529f\u80fd\u7684 MCP Agent"""<\/span><\/p>\n

          def<\/span> __init__<\/span>(<\/span>self,<\/span> model:<\/span> str<\/span> =<\/span> "deepseek"<\/span>,<\/span> memory_size:<\/span> int<\/span> =<\/span> 10<\/span>)<\/span>:<\/span>
          \n super<\/span>(<\/span>)<\/span>.<\/span>__init__(<\/span>model)<\/span>
          \n self.<\/span>memory:<\/span> list<\/span>[<\/span>dict<\/span>]<\/span> =<\/span> [<\/span>]<\/span>
          \n self.<\/span>memory_size =<\/span> memory_size<\/p>\n

          def<\/span> chat<\/span>(<\/span>self,<\/span> message:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
          \n # \u8d85\u8fc7\u9650\u5236\u65f6\u5220\u9664\u6700\u65e9\u7684\u8bb0\u5f55<\/span>
          \n if<\/span> len<\/span>(<\/span>self.<\/span>memory)<\/span> >=<\/span> self.<\/span>memory_size *<\/span> 2<\/span>:<\/span>
          \n self.<\/span>memory =<\/span> self.<\/span>memory[<\/span>–<\/span>self.<\/span>memory_size *<\/span> 2<\/span>:<\/span>]<\/span><\/p>\n

          context =<\/span> self.<\/span>memory[<\/span>–<\/span>self.<\/span>memory_size *<\/span> 2<\/span>:<\/span>]<\/span> +<\/span> [<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> message}<\/span>]<\/span><\/p>\n

          system_msg =<\/span> {<\/span>
          \n "role"<\/span>:<\/span> "system"<\/span>,<\/span>
          \n "content"<\/span>:<\/span> """\u4f60\u662f\u4e00\u4e2a\u6709\u8bb0\u5fc6\u7684\u667a\u80fd\u52a9\u624b\u3002
          \n\u4f60\u6709\u4ee5\u4e0b\u5de5\u5177\u53ef\u7528：read_file, write_file, list_directory, search_files
          \n\u6839\u636e\u7528\u6237\u9700\u6c42\u8c03\u7528\u5de5\u5177\u3002"""<\/span>
          \n }<\/span><\/p>\n

          response =<\/span> self.<\/span>_call_ai(<\/span>[<\/span>system_msg]<\/span> +<\/span> context)<\/span><\/p>\n

          self.<\/span>memory.<\/span>append(<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> message}<\/span>)<\/span>
          \n self.<\/span>memory.<\/span>append(<\/span>{<\/span>"role"<\/span>:<\/span> "assistant"<\/span>,<\/span> "content"<\/span>:<\/span> response.<\/span>get(<\/span>"content"<\/span>,<\/span> ""<\/span>)<\/span>}<\/span>)<\/span><\/p>\n

          return<\/span> response.<\/span>get(<\/span>"content"<\/span>,<\/span> ""<\/span>)<\/span><\/p>\n

          \u7b2c 15 \u6b65：\u6dfb\u52a0\u8ba1\u5212\u529f\u80fd<\/h4>\n

          \u8ba9 Agent \u5148\u601d\u8003\u518d\u884c\u52a8：<\/p>\n

          def<\/span> plan_and_execute<\/span>(<\/span>self,<\/span> goal:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
          \n """\u8ba1\u5212-\u6267\u884c\u6a21\u5f0f：\u8ba9 Agent \u5148\u89c4\u5212\u6b65\u9aa4，\u518d\u9010\u6b65\u6267\u884c"""<\/span>
          \n plan_prompt =<\/span> f"""\u7528\u6237\u76ee\u6807：<\/span>{<\/span>goal}<\/span><\/span>
          \n\u8bf7\u5236\u5b9a\u4e00\u4e2a\u9010\u6b65\u8ba1\u5212\u6765\u5b8c\u6210\u8fd9\u4e2a\u76ee\u6807\u3002
          \n\u6bcf\u4e2a\u6b65\u9aa4\u7528\u4e00\u884c\u63cf\u8ff0，\u683c\u5f0f：1. xxx 2. xxx
          \n\u8bb0\u4f4f\u4f60\u6709\u8fd9\u4e9b\u5de5\u5177：read_file, write_file, list_directory, search_files"""<\/span><\/span><\/p>\n

          plan_response =<\/span> self.<\/span>_call_ai(<\/span>[<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> plan_prompt}<\/span>]<\/span>)<\/span>
          \n print<\/span>(<\/span>f"\u8ba1\u5212：\\\\n<\/span>{<\/span>plan_response[<\/span>'content'<\/span>]<\/span>}<\/span><\/span>\\\\n"<\/span><\/span>)<\/span>
          \n return<\/span> plan_response[<\/span>"content"<\/span>]<\/span><\/p>\n

          \u7b2c 16 \u6b65：\u6dfb\u52a0\u9519\u8bef\u5904\u7406\u548c\u91cd\u8bd5<\/h4>\n

          def<\/span> chat_with_retry<\/span>(<\/span>self,<\/span> message:<\/span> str<\/span>,<\/span> max_retries:<\/span> int<\/span> =<\/span> 3<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
          \n """\u5e26\u91cd\u8bd5\u7684\u5bf9\u8bdd"""<\/span>
          \n for<\/span> attempt in<\/span> range<\/span>(<\/span>max_retries)<\/span>:<\/span>
          \n try<\/span>:<\/span>
          \n return<\/span> self.<\/span>chat(<\/span>message)<\/span>
          \n except<\/span> Exception as<\/span> e:<\/span>
          \n if<\/span> attempt <<\/span> max_retries –<\/span> 1<\/span>:<\/span>
          \n print<\/span>(<\/span>f"\u51fa\u9519（\u5c1d\u8bd5 <\/span>{<\/span>attempt +<\/span> 1<\/span>}<\/span><\/span>\/<\/span>{<\/span>max_retries}<\/span><\/span>）：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span>)<\/span>
          \n print<\/span>(<\/span>"\u91cd\u8bd5\u4e2d…"<\/span>)<\/span>
          \n else<\/span>:<\/span>
          \n return<\/span> f"\u91cd\u8bd5 <\/span>{<\/span>max_retries}<\/span><\/span> \u6b21\u540e\u4ecd\u7136\u5931\u8d25：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span><\/p>\n

          \n

          \u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u9519<\/h3>\n

          Q：MCP Server \u542f\u52a8\u540e Claude Desktop \u627e\u4e0d\u5230？<\/p>\n

          # \u68c0\u67e5\u914d\u7f6e\u8def\u5f84<\/span>
          \nls<\/span> ~\/.claude\/
          \n# \u67e5\u770b Claude \u65e5\u5fd7<\/span>
          \ntail<\/span> -f<\/span> ~\/.claude\/logs\/*.log<\/p>\n

          Q：\u5de5\u5177\u8c03\u7528\u8fd4\u56de"\u6743\u9650\u4e0d\u8db3"？<\/p>\n

          MCP Server \u9700\u8981\u5728\u914d\u7f6e\u4e2d\u6307\u5b9a\u5141\u8bb8\u7684\u8bbf\u95ee\u8def\u5f84，\u4f8b\u5982：<\/p>\n

          {<\/span>
          \n "command"<\/span>:<\/span> "npx"<\/span>,<\/span>
          \n "args"<\/span>:<\/span> [<\/span>"-y"<\/span>,<\/span> "@modelcontextprotocol\/server-filesystem"<\/span>,<\/span> "\/allowed\/path1"<\/span>,<\/span> "\/allowed\/path2"<\/span>]<\/span>
          \n}<\/span><\/p>\n

          Q：MCP \u534f\u8bae\u548c Function Calling \u6709\u4ec0\u4e48\u533a\u522b？<\/p>\n

          Function Calling：\u6bcf\u4e2a\u6a21\u578b\u6709\u81ea\u5df1\u7684\u5b9a\u4e49，OpenAI \u6709 OpenAI \u7684\u683c\u5f0f，Claude \u6709 Claude \u7684\u683c\u5f0f
          \nMCP：\u4e00\u4e2a\u6807\u51c6\u534f\u8bae，\u6240\u6709\u6a21\u578b\u901a\u7528，\u6240\u6709\u5de5\u5177\u901a\u7528<\/p>\n

          \u6362\u53e5\u8bdd\u8bf4：
          \n– Function Calling = \u5404\u4e2a\u54c1\u724c\u624b\u673a\u7684\u539f\u88c5\u5145\u7535\u5668（\u53ea\u80fd\u7528\u5728\u81ea\u5df1\u624b\u673a\u4e0a）
          \n– MCP = USB-C \u63a5\u53e3（\u6240\u6709\u8bbe\u5907\u901a\u7528）<\/p>\n

          Q：\u5982\u4f55\u627e\u5230\u66f4\u591a\u7684 MCP Server？<\/p>\n

          # \u5b98\u65b9\u5e02\u573a<\/span>
          \n# https:\/\/modelcontextprotocol.io<\/span><\/p>\n

          # npm \u641c\u7d22<\/span>
          \nnpm<\/span> search @modelcontextprotocol<\/p>\n

          # GitHub \u641c\u7d22 "mcp-server" \u5173\u952e\u8bcd<\/span><\/p>\n

          \n

          \u5b8c\u6574\u4ee3\u7801\u7ed3\u6784<\/h3>\n

          mcp-demo\/
          \n\u251c\u2500\u2500 data\/
          \n\u2502 \u251c\u2500\u2500 python\u7b14\u8bb0.txt \u2190 \u77e5\u8bc6\u5e93\u6587\u4ef6
          \n\u2502 \u2514\u2500\u2500 \u670d\u52a1\u5668\u7b14\u8bb0.txt
          \n\u251c\u2500\u2500 tools\/
          \n\u2502 \u2514\u2500\u2500 file_server.py \u2190 MCP \u6587\u4ef6\u5de5\u5177 Server
          \n\u251c\u2500\u2500 main.py \u2190 AI Agent \u4e3b\u7a0b\u5e8f
          \n\u251c\u2500\u2500 .env \u2190 API Key \u914d\u7f6e
          \n\u2514\u2500\u2500 requirements.txt \u2190 \u4f9d\u8d56\u5217\u8868<\/p>\n

          requirements.txt：<\/p>\n

          anthropic>=0.40.0
          \nopenai>=1.0.0
          \npython-dotenv>=1.0.0
          \nmcp>=0.9.0<\/p>\n

          \n

          \u603b\u7ed3：\u4f60\u5b66\u5230\u4e86\u4ec0\u4e48？<\/h3>\n\n\u77e5\u8bc6\u70b9\u638c\u63e1\u7a0b\u5ea6<\/tr>\n\n\n\n\n\n\n\n\n\n\n
          MCP \u6838\u5fc3\u6982\u5ff5（Server\/Client\/Tools）<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          Claude Desktop \u5b89\u88c5 MCP \u5de5\u5177<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          Python \u5b9e\u73b0\u81ea\u5b9a\u4e49 MCP Server<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          AI Agent \u6846\u67b6（\u5224\u65ad\u2192\u5de5\u5177\u2192\u7ed3\u679c\u2192\u56de\u7b54）<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          \u6587\u4ef6\u7cfb\u7edf\u5de5\u5177\u96c6（\u8bfb\/\u5199\/\u5217\u76ee\u5f55\/\u641c\u7d22）<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          \u5b9e\u6218：\u4e2a\u4eba\u77e5\u8bc6\u5e93 Agent<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          MCP Server \u751f\u6001（GitHub\/\u6570\u636e\u5e93\/\u6d4f\u89c8\u5668）<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          \u8fdb\u9636：\u8bb0\u5fc6\u529f\u80fd + \u8ba1\u5212\u529f\u80fd<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n
          \u591a MCP Server \u540c\u65f6\u4f7f\u7528<\/td>\n\u5df2\u638c\u63e1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          \n

          \u4e0b\u4e00\u6b65\u63a2\u7d22<\/h3>\n

          MCP \u6253\u5f00\u4e86 AI Agent \u7684\u5927\u95e8，\u63a5\u4e0b\u6765\u53ef\u4ee5\u63a2\u7d22：<\/p>\n

            \n
          • Dify + MCP：\u7528 Dify \u53ef\u89c6\u5316\u7f16\u6392 Agent \u5de5\u4f5c\u6d41，\u63a5\u5165 MCP \u5de5\u5177<\/li>\n
          • \u9489\u9489\/\u98de\u4e66 MCP：\u8ba9 AI \u5e2e\u4f60\u53d1\u6d88\u606f\u3001\u7ba1\u65e5\u7a0b\u3001\u5904\u7406\u5ba1\u6279<\/li>\n
          • \u6570\u636e\u5e93 MCP + LangChain：\u6253\u9020\u4f01\u4e1a\u7ea7 RAG \u7cfb\u7edf<\/li>\n
          • MCP + AI Coding：\u8ba9 AI \u5e2e\u4f60\u5199\u4ee3\u7801\u3001\u8dd1\u6d4b\u8bd5\u3001\u90e8\u7f72\u4e0a\u7ebf<\/li>\n
          • MCP Server \u5f00\u53d1：\u81ea\u5df1\u5f00\u53d1\u4e00\u4e2a MCP Server \u8fde\u63a5\u4f60\u7684\u4e1a\u52a1\u7cfb\u7edf<\/li>\n<\/ul>\n
            \n

            \u76f8\u5173\u6559\u7a0b：<\/p>\n

              \n
            • \u300a\u4fdd\u59c6\u7ea7\u6559\u7a0b：\u4ece\u96f6\u642d\u5efa\u4f60\u7684\u7b2c\u4e00\u4e2a AI Agent\u300b<\/li>\n
            • \u300a\u4fdd\u59c6\u7ea7\u6559\u7a0b：\u4ece\u96f6\u624b\u5199\u4e00\u4e2a RAG \u7cfb\u7edf\u300b<\/li>\n
            • \u300a\u4fdd\u59c6\u7ea7\u6559\u7a0b：\u96f6\u6210\u672c\u5728\u672c\u5730\u8dd1 AI \u5927\u6a21\u578b\u300b<\/li>\n<\/ul>\n
              \n","protected":false},"excerpt":{"rendered":"

              \u4fdd\u59c6\u7ea7\u6559\u7a0b：\u624b\u628a\u624b\u642d\u5efa MCP \u670d\u52a1\u5668，\u8ba9 AI Agent \u771f\u6b63\u66ff\u4f60\u5e72\u6d3b\u8ba9 AI \u8fde\u63a5\u771f\u5b9e\u4e16\u754c\u2014\u2014\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u3001API\u3001\u6d4f\u89c8\u5668，\u4e00\u4e2a\u6807\u51c6\u5168\u641e\u5b9a
              \n\u9884\u8ba1\u5b8c\u6210\u65f6\u95f4： 3 \u5c0f\u65f6
              \n\u6240\u9700\u6280\u80fd： \u57fa\u7840 Python\u3001\u4f1a\u7528\u547d\u4ee4\u884c
              \n\u9002\u5408\u4eba\u7fa4： \u60f3\u8ba9 AI \u771f\u6b63\u6267\u884c\u4efb\u52a1\u800c\u4e0d\u662f\u53ea\u4f1a\u56de\u7b54\u95ee\u9898\u7684\u540c\u5b66\u524d\u8a00：AI \u4e3a\u4ec0\u4e48\u4f1a\\”\u8bf4\u4e0d\u4f1a\\”？
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