{"id":41782,"date":"2025-06-04T15:50:41","date_gmt":"2025-06-04T07:50:41","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/41782.html"},"modified":"2025-06-04T15:50:41","modified_gmt":"2025-06-04T07:50:41","slug":"llms%e4%b9%8bmcp%ef%bc%9a%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8-gradio-%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\/41782.html","title":{"rendered":"LLMs\u4e4bMCP\uff1a\u5982\u4f55\u4f7f\u7528 Gradio \u6784\u5efa MCP \u670d\u52a1\u5668"},"content":{"rendered":"

LLMs\u4e4bMCP：\u5982\u4f55\u4f7f\u7528 Gradio \u6784\u5efa MCP \u670d\u52a1\u5668<\/p>\n

\u5bfc\u8bfb：\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528Gradio\u6784\u5efaMCP\u670d\u52a1\u5668<\/span>，\u5305\u62ec\u524d\u63d0\u6761\u4ef6\u3001\u6784\u5efa\u65b9\u6cd5\u3001\u5173\u952e\u7279\u6027\u548c\u76f8\u5173\u8d44\u6e90\u3002\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u5b57\u6bcd\u8ba1\u6570\u793a\u4f8b，\u6f14\u793a\u4e86\u5982\u4f55\u5c06Gradio\u5e94\u7528\u8f6c\u6362\u4e3aLLM\u53ef\u4ee5\u4f7f\u7528\u7684\u5de5\u5177\u3002Gradio\u5728\u6784\u5efaMCP\u670d\u52a1\u5668\u6bd4\u8f83\u4fbf\u5229\u548c\u7075\u6d3b，\u5f00\u53d1\u8005\u53ef\u4ee5\u4f7f\u7528Gradio\u4e3aLLM\u6dfb\u52a0\u5404\u79cd\u81ea\u5b9a\u4e49\u529f\u80fd\u3002<\/p>\n

>> Gradio \u7684\u65b0\u529f\u80fd：Gradio \u73b0\u5728\u652f\u6301\u5c06\u5e94\u7528\u4f5c\u4e3a MCP \u670d\u52a1\u5668\u542f\u52a8，\u4f7f\u5f97 LLMs \u80fd\u591f\u8c03\u7528\u8fd9\u4e9b\u5e94\u7528\u4f5c\u4e3a\u5de5\u5177，\u6269\u5c55\u5176\u80fd\u529b\u3002<\/p>\n

>> \u6784\u5efa MCP \u670d\u52a1\u5668\u7684\u7b80\u4fbf\u6027：\u53ea\u9700\u51e0\u884c\u4ee3\u7801，\u5f00\u53d1\u8005\u5c31\u53ef\u4ee5\u5c06\u81ea\u5df1\u7684 Python \u51fd\u6570\u5305\u88c5\u4e3a LLMs \u53ef\u8c03\u7528\u7684\u5de5\u5177，\u6781\u5927\u5730\u964d\u4f4e\u4e86\u96c6\u6210\u95e8\u69db\u3002<\/p>\n

>> \u5e7f\u6cdb\u7684\u9002\u7528\u6027：\u65e0\u8bba\u662f\u56fe\u50cf\u751f\u6210\u3001\u97f3\u9891\u5408\u6210\u8fd8\u662f\u6570\u5b66\u8ba1\u7b97，\u53ea\u8981\u662f Python \u51fd\u6570，\u90fd\u53ef\u4ee5\u901a\u8fc7 Gradio \u8f6c\u6362\u4e3a MCP \u5de5\u5177，\u4f9b LLMs \u4f7f\u7528\u3002<\/p>\n

\u603b\u4e4b，Gradio \u4e0e MCP \u7684\u96c6\u6210\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u5de5\u5177，\u4f7f\u5f97\u6784\u5efa\u548c\u90e8\u7f72\u53ef\u4f9b LLMs \u4f7f\u7528\u7684\u5de5\u5177\u53d8\u5f97\u524d\u6240\u672a\u6709\u7684\u7b80\u5355<\/span>\u3002<\/p>\n

\n

\n

\n

\u76ee\u5f55<\/p>\n

\u5982\u4f55\u4f7f\u7528 Gradio \u6784\u5efa MCP \u670d\u52a1\u5668<\/p>\n

1. \u5f15\u8a00<\/p>\n

2. \u6784\u5efa MCP \u670d\u52a1\u5668\u7684\u5148\u51b3\u6761\u4ef6<\/p>\n

3. \u4e3a\u4ec0\u4e48\u6784\u5efa MCP \u670d\u52a1\u5668？<\/p>\n

4. \u793a\u4f8b：\u7edf\u8ba1\u5355\u8bcd\u4e2d\u67d0\u4e2a\u5b57\u6bcd\u7684\u51fa\u73b0\u6b21\u6570<\/p>\n

5. Gradio \u4e0e MCP \u96c6\u6210\u7684\u5173\u952e\u7279\u6027<\/p>\n

\n

\n

\n

\n

\n

\u5982\u4f55\u4f7f\u7528 Gradio \u6784\u5efa MCP \u670d\u52a1\u5668<\/h2>\n\n\n\n\n\n
\n

\u5730\u5740<\/p>\n<\/td>\n

\n

\u6587\u7ae0\u5730\u5740：https:\/\/huggingface.co\/blog\/gradio-mcp<\/p>\n<\/td>\n<\/tr>\n

\n

\u65f6\u95f4<\/p>\n<\/td>\n

\n

2025\u5e74<\/span><\/span>4<\/span><\/span>\u6708<\/span><\/span>30<\/span><\/span>\u65e5<\/span><\/span><\/p>\n<\/td>\n<\/tr>\n

\n

\u4f5c\u8005<\/p>\n<\/td>\n

\n

Abubakar Abid<\/p>\n

yuvraj sharma<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n

1. \u5f15\u8a00<\/h2>\n

Gradio \u662f\u4e00\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684 Python \u5e93，\u6bcf\u6708\u6709\u8d85\u8fc7 100 \u4e07\u5f00\u53d1\u8005\u4f7f\u7528\u5b83\u6765\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u7528\u6237\u754c\u9762\u3002 \u9664\u4e86\u521b\u5efa UI，Gradio \u8fd8\u63d0\u4f9b API \u529f\u80fd，\u73b0\u5728\u66f4\u652f\u6301\u5c06 Gradio \u5e94\u7528\u4f5c\u4e3a Model Context Protocol（MCP）\u670d\u52a1\u5668\u542f\u52a8\u7684\u65b0\u529f\u80fd，\u4f7f\u5f97\u5927\u578b\u8bed\u8a00\u6a21\u578b（LLMs）\u80fd\u591f\u8c03\u7528\u8fd9\u4e9b\u5e94\u7528\u4f5c\u4e3a\u5de5\u5177\u3002 >> Gradio\u662f\u4e00\u4e2a\u6d41\u884c\u7684Python\u5e93，\u7528\u4e8e\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u63a5\u53e3\u3002 >> Gradio\u4e0d\u4ec5\u53ef\u4ee5\u521b\u5efaUI，\u8fd8\u63d0\u4f9bAPI\u529f\u80fd\u3002 >> Gradio\u5e94\u7528\u73b0\u5728\u53ef\u4ee5\u4f5c\u4e3aLLM\u7684Model Context Protocol (MCP) \u670d\u52a1\u5668\u542f\u52a8\u3002\u8fd9\u610f\u5473\u7740Gradio\u5e94\u7528\u53ef\u4ee5\u88abLLM\u8c03\u7528\u4f5c\u4e3a\u5de5\u5177\u3002<\/p>\n

\n

\n

2. \u6784\u5efa MCP \u670d\u52a1\u5668\u7684\u5148\u51b3\u6761\u4ef6<\/h2>\n

\u660e\u786e\u4e86\u4f7f\u7528Gradio\u6784\u5efaMCP\u670d\u52a1\u5668\u6240\u9700\u7684\u8f6f\u4ef6\u73af\u5883\u3002\u8981\u6784\u5efa MCP \u670d\u52a1\u5668，\u9700\u8981\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6： >> \u5b89\u88c5Gradio\u65f6\u9700\u8981\u5305\u542b[mcp] extra，\u5373pip install "gradio[mcp]"\u3002 >> \u9700\u8981\u652f\u6301\u5de5\u5177\u8c03\u7528\u4e14\u4f7f\u7528MCP\u534f\u8bae\u7684LLM\u5e94\u7528，\u4f8b\u5982Claude Desktop, Cursor, \u6216 Cline（\u79f0\u4e3a\u201cMCP\u5ba2\u6237\u7aef\u201d）\u3002<\/p>\n

\n

3. \u4e3a\u4ec0\u4e48\u6784\u5efa MCP \u670d\u52a1\u5668？<\/h2>\n

MCP \u670d\u52a1\u5668\u662f\u4e00\u79cd\u6807\u51c6\u5316<\/span>\u7684\u65b9\u5f0f，\u7528\u4e8e\u5411 LLMs \u66b4\u9732\u5de5\u5177，\u4f7f\u5176\u80fd\u591f\u6267\u884c\u989d\u5916\u7684\u529f\u80fd<\/span>，\u5982\u751f\u6210\u6216\u7f16\u8f91\u56fe\u50cf\u3001\u5408\u6210\u97f3\u9891\u6216\u6267\u884c\u7279\u5b9a\u8ba1\u7b97（\u4f8b\u5982\u8d28\u56e0\u6570\u5206\u89e3）\u3002Gradio \u4f7f\u5f97\u6784\u5efa\u8fd9\u4e9b MCP \u670d\u52a1\u5668\u53d8\u5f97\u7b80\u5355，\u5c06\u4efb\u4f55 Python \u51fd\u6570\u8f6c\u6362\u4e3a LLMs \u53ef\u4f7f\u7528\u7684\u5de5\u5177\u3002 \u9610\u8ff0\u4e86\u6784\u5efaMCP\u670d\u52a1\u5668\u7684\u4ef7\u503c\u548c\u610f\u4e49，\u5f3a\u8c03\u4e86Gradio\u7684\u4fbf\u5229\u6027\u3002 >> MCP\u670d\u52a1\u5668\u662f\u4e00\u79cd\u6807\u51c6\u5316\u7684\u65b9\u5f0f\u6765\u66b4\u9732\u5de5\u5177，\u4ee5\u4fbfLLM\u53ef\u4ee5\u4f7f\u7528\u5b83\u4eec\u3002 >>MCP\u670d\u52a1\u5668\u53ef\u4ee5\u4e3aLLM\u63d0\u4f9b\u5404\u79cd\u989d\u5916\u7684\u80fd\u529b，\u4f8b\u5982\u751f\u6210\u6216\u7f16\u8f91\u56fe\u50cf\u3001\u5408\u6210\u97f3\u9891\u3001\u6267\u884c\u7279\u5b9a\u8ba1\u7b97\u7b49\u3002 >>Gradio\u4f7f\u5f97\u6784\u5efa\u8fd9\u4e9bMCP\u670d\u52a1\u5668\u53d8\u5f97\u5bb9\u6613，\u5c06\u4efb\u4f55Python\u51fd\u6570\u8f6c\u6362\u4e3aLLM\u53ef\u4ee5\u4f7f\u7528\u7684\u5de5\u5177\u3002<\/p>\n

\n

\n

4. \u793a\u4f8b：\u7edf\u8ba1\u5355\u8bcd\u4e2d\u67d0\u4e2a\u5b57\u6bcd\u7684\u51fa\u73b0\u6b21\u6570<\/h2>\n

\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50，\u6f14\u793a\u4e86\u5982\u4f55\u4f7f\u7528Gradio\u6784\u5efaMCP\u670d\u52a1\u5668，\u5e76\u63d0\u4f9b\u4e86\u914d\u7f6e\u4fe1\u606f\u3002LLMs \u5728\u7edf\u8ba1\u5355\u8bcd\u4e2d\u67d0\u4e2a\u5b57\u6bcd\u7684\u51fa\u73b0\u6b21\u6570\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u3002 \u901a\u8fc7\u4e3a\u5176\u63d0\u4f9b\u4e00\u4e2a\u5de5\u5177，\u53ef\u4ee5\u63d0\u5347\u5176\u80fd\u529b\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528 Gradio \u6784\u5efa\u7684\u7b80\u5355\u5e94\u7528，\u7528\u4e8e\u7edf\u8ba1\u5355\u8bcd\u6216\u77ed\u8bed\u4e2d\u67d0\u4e2a\u5b57\u6bcd\u7684\u51fa\u73b0\u6b21\u6570： \u901a\u8fc7\u8bbe\u7f6emcp_server=True，Gradio\u5e94\u7528\u5c31\u53ef\u4ee5\u4f5c\u4e3aMCP\u670d\u52a1\u5668\u8fd0\u884c\u3002 Gradio\u81ea\u52a8\u5c06letter_counter\u51fd\u6570\u8f6c\u6362\u4e3aMCP\u5de5\u5177，\u51fd\u6570\u7684docstring\u7528\u4e8e\u751f\u6210\u5de5\u5177\u7684\u63cf\u8ff0\u548c\u53c2\u6570\u3002<\/p>\n

\u63d0\u4f9b\u4e86\u5c06MCP\u670d\u52a1\u5668URL\u6dfb\u52a0\u5230MCP\u5ba2\u6237\u7aef\u914d\u7f6e\u7684\u793a\u4f8b：<\/p>\n

import gradio as gr<\/p>\n

def letter_counter(word, letter):
\n """\u7edf\u8ba1\u7279\u5b9a\u5b57\u6bcd\u5728\u5355\u8bcd\u4e2d\u7684\u51fa\u73b0\u6b21\u6570\u3002<\/p>\n

\u53c2\u6570：
\n word: \u8981\u5206\u6790\u7684\u5355\u8bcd\u6216\u77ed\u8bed
\n letter: \u8981\u7edf\u8ba1\u7684\u5b57\u6bcd<\/p>\n

\u8fd4\u56de：
\n \u5b57\u6bcd\u5728\u5355\u8bcd\u4e2d\u51fa\u73b0\u7684\u6b21\u6570
\n """
\n return word.lower().count(letter.lower())<\/p>\n

demo = gr.Interface(
\n fn=letter_counter,
\n inputs=["text", "text"],
\n outputs="number",
\n title="\u5b57\u6bcd\u8ba1\u6570\u5668",
\n description="\u7edf\u8ba1\u67d0\u4e2a\u5b57\u6bcd\u5728\u5355\u8bcd\u4e2d\u51fa\u73b0\u7684\u6b21\u6570"
\n)<\/p>\n

demo.launch(mcp_server=True)<\/p>\n

\u8bbe\u7f6e mcp_server=True \u540e，Gradio \u5e94\u7528\u5c06：<\/p>\n

  • \n

    \u542f\u52a8\u5e38\u89c4\u7684 Gradio Web \u754c\u9762<\/p>\n<\/li>\n

  • \n

    \u542f\u52a8 MCP \u670d\u52a1\u5668<\/p>\n<\/li>\n

  • \n

    \u5728\u63a7\u5236\u53f0\u6253\u5370 MCP \u670d\u52a1\u5668\u7684 URL<\/p>\n<\/li>\n

    MCP \u670d\u52a1\u5668\u5c06\u53ef\u901a\u8fc7\u4ee5\u4e0b\u5730\u5740\u8bbf\u95ee：http:\/\/your-server:port\/gradio_api\/mcp\/sse<\/p>\n

    Gradio \u4f1a\u81ea\u52a8\u5c06 letter_counter \u51fd\u6570\u8f6c\u6362\u4e3a LLMs \u53ef\u4f7f\u7528\u7684 MCP \u5de5\u5177\u3002 \u51fd\u6570\u7684\u6587\u6863\u5b57\u7b26\u4e32\u7528\u4e8e\u751f\u6210\u5de5\u5177\u7684\u63cf\u8ff0\u53ca\u5176\u53c2\u6570\u4fe1\u606f\u3002<\/p>\n

    \u53ea\u9700\u5c06\u6b64 URL \u7aef\u70b9\u6dfb\u52a0\u5230 MCP \u5ba2\u6237\u7aef\u7684\u914d\u7f6e\u4e2d\u5373\u53ef，\u4f8b\u5982：<\/p>\n

    {
    \n "mcpServers": {
    \n "gradio": {
    \n "url": "http:\/\/your-server:port\/gradio_api\/mcp\/sse"
    \n }
    \n }
    \n}<\/p>\n

    \u5bf9\u4e8e\u5c1a\u4e0d\u652f\u6301 SSE \u7684 MCP \u5ba2\u6237\u7aef（\u5982 Claude Desktop），\u53ef\u4ee5\u4f7f\u7528 mcp-remote \u5de5\u5177\u8fdb\u884c\u4e2d\u8f6c\u3002 \u9996\u5148\u5b89\u88c5 Node.js，\u7136\u540e\u5728 MCP \u5ba2\u6237\u7aef\u914d\u7f6e\u4e2d\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9：<\/p>\n

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

    \u6b64\u5916，\u53ef\u4ee5\u901a\u8fc7 Gradio \u5e94\u7528\u5e95\u90e8\u7684 "View API" \u94fe\u63a5，\u70b9\u51fb "MCP" \u67e5\u770b\u786e\u5207\u7684\u914d\u7f6e\u3002<\/p>\n

    \"\"<\/p>\n

    \n

    5. Gradio \u4e0e MCP \u96c6\u6210\u7684\u5173\u952e\u7279\u6027<\/h2>\n

    \u8be6\u7ec6\u4ecb\u7ecd\u4e86Gradio <> MCP\u96c6\u6210\u7684\u5173\u952e\u7279\u6027，\u5305\u62ec\u5de5\u5177\u8f6c\u6362\u3001\u73af\u5883\u53d8\u91cf\u652f\u6301\u3001\u6587\u4ef6\u5904\u7406\u548c\u6258\u7ba1\u670d\u52a1\u5668\u3002<\/p>\n

    >> \u5de5\u5177\u8f6c\u6362：Gradio \u5e94\u7528\u4e2d\u7684\u6bcf\u4e2a API \u7aef\u70b9\u90fd\u4f1a\u81ea\u52a8\u8f6c\u6362\u4e3a\u5177\u6709\u76f8\u5e94\u540d\u79f0\u3001\u63cf\u8ff0\u548c\u8f93\u5165\u6a21\u5f0f\u7684 MCP \u5de5\u5177\u3002 \u53ef\u4ee5\u901a\u8fc7\u8bbf\u95ee http:\/\/your-server:port\/gradio_api\/mcp\/schema \u6216 Gradio \u5e94\u7528\u5e95\u90e8\u7684 "View API" \u94fe\u63a5，\u70b9\u51fb "MCP" \u67e5\u770b\u5de5\u5177\u548c\u6a21\u5f0f\u3002<\/p>\n

    >> \u73af\u5883 \u53d8\u91cf\u652f\u6301： \u53ef\u4ee5\u4f7f\u7528mcp_server\u53c2\u6570\u6216\u8bbe\u7f6eGRADIO_MCP_SERVER=True\u73af\u5883\u53d8\u91cf\u6765\u542f\u7528MCP\u670d\u52a1\u5668\u529f\u80fd\u3002<\/p>\n

    >> \u6587\u4ef6\u5904\u7406： \u670d\u52a1\u5668\u81ea\u52a8\u5904\u7406\u6587\u4ef6\u6570\u636e\u8f6c\u6362，\u5305\u62ecbase64\u7f16\u7801\u5b57\u7b26\u4e32\u5230\u6587\u4ef6\u6570\u636e\u3001\u56fe\u50cf\u6587\u4ef6\u5904\u7406\u548c\u4e34\u65f6\u6587\u4ef6\u5b58\u50a8\u3002<\/p>\n

    >> \u6258\u7ba1 MCP \u670d\u52a1\u5668\u5728 �� Spaces \u4e0a： \u53ef\u4ee5\u5c06Gradio\u5e94\u7528\u514d\u8d39\u53d1\u5e03\u5230Hugging Face Spaces，\u4ece\u800c\u83b7\u5f97\u514d\u8d39\u7684\u6258\u7ba1MCP\u670d\u52a1\u5668\u3002<\/p>\n

    \u5efa\u8bae\u5c06\u8f93\u5165\u56fe\u50cf\u548c\u6587\u4ef6\u4f5c\u4e3a\u5b8c\u6574\u7684URL\u4f20\u9012（"http:\/\/…" \u6216 "https:\/\/…"），\u56e0\u4e3aMCP\u5ba2\u6237\u7aef\u4e0d\u603b\u662f\u6b63\u786e\u5904\u7406\u672c\u5730\u6587\u4ef6\u3002<\/p>\n

    <\/p>\n","protected":false},"excerpt":{"rendered":"

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