{"id":39612,"date":"2025-05-24T11:26:05","date_gmt":"2025-05-24T03:26:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/39612.html"},"modified":"2025-05-24T11:26:05","modified_gmt":"2025-05-24T03:26:05","slug":"%e5%a6%82%e4%bd%95%e7%94%a8-5-%e8%a1%8c-%e4%bb%a3%e7%a0%81-%e6%9e%84%e5%bb%ba-mcp-%e6%9c%8d%e5%8a%a1%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/39612.html","title":{"rendered":"\u5982\u4f55\u7528 5 \u884c \u4ee3\u7801 \u6784\u5efa MCP \u670d\u52a1\u5668"},"content":{"rendered":"

\u5f15\u8a00<\/h3>\n

\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u7684\u5e7f\u6cdb\u5e94\u7528，\u5982\u4f55\u4e3a LLM \u6269\u5c55\u5b9a\u5236\u5316\u529f\u80fd\u6210\u4e3a\u5f00\u53d1\u8005\u5173\u6ce8\u7684\u91cd\u70b9\u3002\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae（MCP） \u7684\u51fa\u73b0\u63d0\u4f9b\u4e86\u4e00\u79cd\u6807\u51c6\u5316\u65b9\u6848，\u8ba9\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u670d\u52a1\u5668\u66b4\u9732\u5de5\u5177\u63a5\u53e3，\u4f9b LLM \u76f4\u63a5\u8c03\u7528\u3002\u800c Gradio \u7684\u6700\u65b0\u66f4\u65b0，\u4f7f\u5f97\u4ec5\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u5feb\u901f\u642d\u5efa MCP \u670d\u52a1\u5668，\u5c06\u4efb\u610f Python \u51fd\u6570\u8f6c\u5316\u4e3a LLM \u53ef\u7528\u7684\u5de5\u5177\u3002<\/p>\n

\n

\u5feb\u901f\u4e0a\u624b：5 \u884c\u4ee3\u7801\u5b9e\u73b0\u5b57\u6bcd\u8ba1\u6570\u5de5\u5177<\/h3>\n

\u5b89\u88c5\u4f9d\u8d56<\/h4>\n

pip install<\/span> "gradio[mcp]"<\/span><\/p>\n

\u793a\u4f8b\u4ee3\u7801<\/h4>\n

import<\/span> gradio as<\/span> gr<\/p>\n

def<\/span> letter_counter<\/span>(<\/span>word,<\/span> letter)<\/span>:<\/span>
\n """\u7edf\u8ba1\u6307\u5b9a\u5b57\u6bcd\u5728\u5355\u8bcd\u4e2d\u7684\u51fa\u73b0\u6b21\u6570"""<\/span>
\n return<\/span> word.<\/span>lower(<\/span>)<\/span>.<\/span>count(<\/span>letter.<\/span>lower(<\/span>)<\/span>)<\/span><\/p>\n

demo =<\/span> gr.<\/span>Interface(<\/span>fn=<\/span>letter_counter,<\/span> inputs=<\/span>[<\/span>"text"<\/span>,<\/span> "text"<\/span>]<\/span>,<\/span> outputs=<\/span>"number"<\/span>)<\/span>
\ndemo.<\/span>launch(<\/span>mcp_server=<\/span>True<\/span>)<\/span><\/p>\n

\u8fd0\u884c\u6548\u679c<\/p>\n

  • \u542f\u52a8 Gradio Web \u754c\u9762（\u9ed8\u8ba4\u5730\u5740 http:\/\/localhost:7860）<\/li>\n
  • \u81ea\u52a8\u751f\u6210 MCP \u670d\u52a1\u7aef\u70b9：http:\/\/localhost:7860\/gradio_api\/mcp\/sse<\/li>\n
  • \u51fd\u6570\u6587\u6863\u5b57\u7b26\u4e32\u81ea\u52a8\u8f6c\u5316\u4e3a\u5de5\u5177\u63cf\u8ff0，\u652f\u6301 MCP \u5ba2\u6237\u7aef（\u5982 Cursor\u3001Cline）\u89e3\u6790\u8c03\u7528\u3002<\/li>\n
    \n

    \u6df1\u5165\u914d\u7f6e：\u4ece\u672c\u5730\u5230\u4e91\u7aef<\/h3>\n

    1. \u73af\u5883\u53d8\u91cf\u63a7\u5236<\/h4>\n

    # \u901a\u8fc7\u73af\u5883\u53d8\u91cf\u5168\u5c40\u542f\u7528 MCP \u670d\u52a1\u5668<\/span>
    \nexport<\/span> GRADIO_MCP_SERVER<\/span>=<\/span>True<\/p>\n

    2. \u5904\u7406\u6587\u4ef6\u4e0e\u56fe\u50cf<\/h4>\n

    Gradio \u81ea\u52a8\u5b8c\u6210\u4ee5\u4e0b\u8f6c\u6362：<\/p>\n

      \n
    • Base64 \u7f16\u7801\u5b57\u7b26\u4e32 \u2194 \u6587\u4ef6\u6570\u636e<\/li>\n
    • \u56fe\u50cf\u683c\u5f0f\u81ea\u52a8\u9002\u914d（\u652f\u6301 PNG\/JPEG \u7b49\u5e38\u89c1\u683c\u5f0f）<\/li>\n
    • \u4e34\u65f6\u6587\u4ef6\u5b58\u50a8\u7ba1\u7406<\/li>\n<\/ul>\n

      \u6700\u4f73\u5b9e\u8df5：\u8f93\u5165\u6587\u4ef6\u5efa\u8bae\u4f7f\u7528\u5b8c\u6574 URL（\u5982 https:\/\/example.com\/image.png），\u907f\u514d\u672c\u5730\u8def\u5f84\u517c\u5bb9\u6027\u95ee\u9898\u3002<\/p>\n

      3. \u56fd\u5185\u6258\u7ba1\u4e0e\u672c\u5730\u90e8\u7f72\u65b9\u6848<\/h4>\n

      \u82e5\u9700\u6258\u7ba1 Gradio MCP \u670d\u52a1\u5668，\u53ef\u9009\u62e9\u4ee5\u4e0b\u65b9\u6848：<\/p>\n

      \n

      \u65b9\u6848\u4e00：\u963f\u91cc\u4e91\u5f39\u6027\u8ba1\u7b97（ECS）<\/h5>\n

      \u963f\u91cc\u4e91\u63d0\u4f9b\u5f39\u6027\u4e91\u670d\u52a1\u5668（ECS），\u652f\u6301\u5feb\u901f\u90e8\u7f72 Gradio \u5e94\u7528\u5e76\u5bf9\u5916\u63d0\u4f9b MCP \u670d\u52a1\u3002 \u6b65\u9aa4：<\/p>\n

    • \u6ce8\u518c\u963f\u91cc\u4e91\u8d26\u53f7\u5e76\u521b\u5efa ECS \u5b9e\u4f8b（\u63a8\u8350\u9009\u62e9\u6309\u91cf\u4ed8\u8d39\u6a21\u5f0f）\u3002<\/li>\n
    • \u5728\u5b9e\u4f8b\u4e2d\u5b89\u88c5 Python \u548c Gradio \u4f9d\u8d56：pip install<\/span> "gradio[mcp]"<\/span>\n <\/li>\n
    • \u4e0a\u4f20\u5e76\u8fd0\u884c\u4f60\u7684 Gradio \u811a\u672c（\u5982 app.py），\u786e\u4fdd\u542f\u7528 MCP \u670d\u52a1\u5668：demo.<\/span>launch(<\/span>mcp_server=<\/span>True<\/span>,<\/span> server_name=<\/span>"0.0.0.0"<\/span>)<\/span>\n <\/li>\n
    • \u5728\u963f\u91cc\u4e91\u63a7\u5236\u53f0\u914d\u7f6e\u5b89\u5168\u7ec4\u89c4\u5219，\u5f00\u653e\u5bf9\u5e94\u7aef\u53e3（\u5982 7860）\u3002<\/li>\n
    • \u901a\u8fc7\u516c\u7f51 IP \u6216\u7ed1\u5b9a\u7684\u57df\u540d\u8bbf\u95ee MCP \u670d\u52a1，\u793a\u4f8b\u914d\u7f6e：{<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "gradio"<\/span>:<\/span> {<\/span>
      \n "url"<\/span>:<\/span> "http:\/\/<\u4f60\u7684\u963f\u91cc\u4e91\u516c\u7f51IP>:7860\/gradio_api\/mcp\/sse"<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span>\n <\/li>\n
      \n
      \u65b9\u6848\u4e8c：\u817e\u8baf\u4e91\u8f7b\u91cf\u5e94\u7528\u670d\u52a1\u5668<\/h5>\n

      \u817e\u8baf\u4e91\u63d0\u4f9b\u8f7b\u91cf\u7ea7\u670d\u52a1\u5668，\u9002\u5408\u5feb\u901f\u90e8\u7f72\u4e2d\u5c0f\u578b\u5e94\u7528\u3002 \u6b65\u9aa4：<\/p>\n

    • \u6ce8\u518c\u817e\u8baf\u4e91\u8d26\u53f7\u5e76\u521b\u5efa\u8f7b\u91cf\u670d\u52a1\u5668\u5b9e\u4f8b\u3002<\/li>\n
    • \u914d\u7f6e\u73af\u5883\u5e76\u90e8\u7f72 Gradio \u5e94\u7528（\u540c\u4e0a）\u3002<\/li>\n
    • \u7ed1\u5b9a\u516c\u7f51 IP \u5e76\u5f00\u653e\u9632\u706b\u5899\u7aef\u53e3\u3002<\/li>\n
    • \u4f7f\u7528\u516c\u7f51 IP \u6216\u57df\u540d\u914d\u7f6e MCP \u5ba2\u6237\u7aef：{<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "gradio"<\/span>:<\/span> {<\/span>
      \n "url"<\/span>:<\/span> "http:\/\/<\u817e\u8baf\u4e91\u516c\u7f51IP>:7860\/gradio_api\/mcp\/sse"<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span>\n <\/li>\n
      \n
      \u65b9\u6848\u4e09：\u672c\u5730\u90e8\u7f72 + \u5185\u7f51\u7a7f\u900f<\/h5>\n

      \u82e5\u9700\u5728\u672c\u5730\u673a\u5668\u8fd0\u884c MCP \u670d\u52a1\u5668\u5e76\u901a\u8fc7\u516c\u7f51\u8bbf\u95ee，\u53ef\u4f7f\u7528\u5185\u7f51\u7a7f\u900f\u5de5\u5177（\u5982 frp \u6216 ngrok）\u3002 \u6b65\u9aa4：<\/p>\n

    • \u672c\u5730\u8fd0\u884c Gradio \u5e94\u7528：demo.<\/span>launch(<\/span>mcp_server=<\/span>True<\/span>)<\/span>\n <\/li>\n
    • \u914d\u7f6e\u5185\u7f51\u7a7f\u900f\u5de5\u5177，\u5c06\u672c\u5730\u7aef\u53e3（\u5982 7860）\u6620\u5c04\u4e3a\u516c\u7f51 URL（\u5982 https:\/\/your-ngrok-url.com）\u3002<\/li>\n
    • \u914d\u7f6e MCP \u5ba2\u6237\u7aef：{<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "gradio"<\/span>:<\/span> {<\/span>
      \n "url"<\/span>:<\/span> "https:\/\/your-ngrok-url.com\/gradio_api\/mcp\/sse"<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span>\n <\/li>\n
      \n
      \u65b9\u6848\u56db：Wisemodel（\u56fd\u5185\u6a21\u578b\u6258\u7ba1\u5e73\u53f0）<\/h5>\n

      Wisemodel \u662f\u56fd\u5185\u4e13\u4e3a AI \u6a21\u578b\u8bbe\u8ba1\u7684\u5171\u4eab\u4e0e\u90e8\u7f72\u5e73\u53f0，\u652f\u6301\u5feb\u901f\u53d1\u5e03\u548c\u6258\u7ba1 Gradio \u5e94\u7528\u3002 \u6b65\u9aa4：<\/p>\n

    • \u6ce8\u518c Wisemodel \u8d26\u53f7\u5e76\u521b\u5efa\u65b0\u9879\u76ee\u3002<\/li>\n
    • \u4e0a\u4f20 Gradio \u4ee3\u7801\u5e76\u914d\u7f6e\u8fd0\u884c\u73af\u5883\u3002<\/li>\n
    • \u5b8c\u6210\u90e8\u7f72\u540e，\u5e73\u53f0\u4f1a\u751f\u6210\u516c\u5f00\u8bbf\u95ee\u7684 URL，\u793a\u4f8b\u914d\u7f6e：{<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "gradio"<\/span>:<\/span> {<\/span>
      \n "url"<\/span>:<\/span> "https:\/\/wisemodel.cn\/<\u4f60\u7684\u9879\u76ee\u8def\u5f84>\/gradio_api\/mcp\/sse"<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span>\n <\/li>\n
      \n

      4. \u517c\u5bb9\u6027\u89e3\u51b3\u65b9\u6848<\/h4>\n

      \u5bf9\u4e8e\u4e0d\u652f\u6301 SSE \u534f\u8bae\u7684\u5ba2\u6237\u7aef（\u5982 Claude Desktop），\u53ef\u901a\u8fc7 mcp-remote \u8f6c\u53d1\u670d\u52a1\u517c\u5bb9：<\/p>\n

      npm<\/span> install<\/span> -g mcp-remote<\/p>\n

      {<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "gradio"<\/span>:<\/span> {<\/span>
      \n "command"<\/span>:<\/span> "npx"<\/span>,<\/span>
      \n "args"<\/span>:<\/span> [<\/span>"mcp-remote"<\/span>,<\/span> "http:\/\/your-server:port\/gradio_api\/mcp\/sse"<\/span>]<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span><\/p>\n

      \n

      \u6838\u5fc3\u4f18\u52bf\u4e0e\u573a\u666f<\/h3>\n

      \u81ea\u52a8\u5316\u5de5\u5177\u751f\u6210<\/h4>\n
        \n
      • \u6bcf\u4e2a API \u7aef\u70b9\u81ea\u52a8\u6620\u5c04\u4e3a MCP \u5de5\u5177<\/li>\n
      • \u51fd\u6570\u7b7e\u540d\u4e0e\u6587\u6863\u5b57\u7b26\u4e32\u81ea\u52a8\u751f\u6210 Schema<\/li>\n
      • \u652f\u6301\u590d\u6742\u7c7b\u578b（\u5982\u56fe\u50cf\u3001\u97f3\u9891\u3001\u6587\u4ef6）<\/li>\n<\/ul>\n

        \u5178\u578b\u5e94\u7528\u573a\u666f<\/h4>\n
          \n
        • \u6570\u636e\u5904\u7406：\u8d28\u56e0\u6570\u5206\u89e3\u3001\u6587\u672c\u7edf\u8ba1<\/li>\n
        • \u591a\u5a92\u4f53\u751f\u6210：\u56fe\u50cf\u7f16\u8f91\u3001\u97f3\u9891\u5408\u6210<\/li>\n
        • \u9886\u57df\u4e13\u7528\u5de5\u5177：\u7a0e\u52a1\u8ba1\u7b97\u3001\u79d1\u5b66\u6a21\u62df<\/li>\n<\/ul>\n
          \n

          \u603b\u7ed3<\/h3>\n

          Gradio \u7684 MCP \u96c6\u6210\u6781\u5927\u964d\u4f4e\u4e86\u4e3a LLM \u6269\u5c55\u529f\u80fd\u7684\u6280\u672f\u95e8\u69db\u3002\u5f00\u53d1\u8005\u53ea\u9700\u4e13\u6ce8\u4e1a\u52a1\u903b\u8f91\u5f00\u53d1，\u5373\u53ef\u5feb\u901f\u6784\u5efa\u6807\u51c6\u5316\u5de5\u5177\u63a5\u53e3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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