{"id":77509,"date":"2026-02-24T20:26:07","date_gmt":"2026-02-24T12:26:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/77509.html"},"modified":"2026-02-24T20:26:07","modified_gmt":"2026-02-24T12:26:07","slug":"mcp-%e9%9b%86%e6%88%90%e5%ae%9e%e6%88%98%ef%bc%9a%e8%bf%9e%e6%8e%a5%e5%a4%96%e9%83%a8%e4%b8%96%e7%95%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/77509.html","title":{"rendered":"MCP \u96c6\u6210\u5b9e\u6218\uff1a\u8fde\u63a5\u5916\u90e8\u4e16\u754c"},"content":{"rendered":"

\u5f15\u8a00：\u5f53 AI \u52a9\u624b\u9047\u5230"\u4fe1\u606f\u5b64\u5c9b"<\/h3>\n

\u4f7f\u7528 Claude Code \u4e00\u6bb5\u65f6\u95f4\u540e，\u4f60\u53ef\u80fd\u9047\u5230\u8fc7\u8fd9\u4e9b\u573a\u666f：<\/p>\n

\u573a\u666f 1：\u4f60\u60f3\u8ba9 AI \u5e2e\u5fd9\u67e5\u4e00\u4e0b\u516c\u53f8\u5185\u90e8\u6587\u6863\u91cc\u5173\u4e8e\u67d0\u4e2a API \u7684\u8bf4\u660e，\u4f46\u5b83\u53ea\u80fd\u8bf4"\u6211\u65e0\u6cd5\u8bbf\u95ee\u4f60\u7684\u5185\u90e8\u7cfb\u7edf"\u3002<\/p>\n

\u573a\u666f 2：\u4f60\u6b63\u5728\u4fee\u590d\u4e00\u4e2a Bug，\u60f3\u8ba9 AI \u770b\u770b Jira \u4e0a\u7684\u95ee\u9898\u63cf\u8ff0，\u5374\u4e0d\u5f97\u4e0d\u624b\u52a8\u590d\u5236\u7c98\u8d34\u4e00\u5927\u6bb5\u6587\u5b57\u3002<\/p>\n

\u573a\u666f 3：\u4f60\u5e0c\u671b AI \u80fd\u76f4\u63a5\u67e5\u8be2\u6570\u636e\u5e93\u9a8c\u8bc1\u6570\u636e，\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u8ba9\u4f60\u624b\u52a8\u6267\u884c SQL \u518d\u628a\u7ed3\u679c\u8d34\u56de\u6765\u3002<\/p>\n

\u8fd9\u4e9b\u95ee\u9898\u7684\u672c\u8d28\u662f：Claude Code \u662f\u4e00\u4e2a"\u4fe1\u606f\u5b64\u5c9b"，\u5b83\u53ea\u80fd\u8bbf\u95ee\u672c\u5730\u6587\u4ef6\u7cfb\u7edf，\u65e0\u6cd5\u89e6\u53ca\u4f60\u7684\u77e5\u8bc6\u5e93\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u3001\u6570\u636e\u5e93\u7b49\u5916\u90e8\u7cfb\u7edf\u3002<\/p>\n

MCP（Model Context Protocol） \u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u2014\u2014\u5b83\u662f Anthropic \u63a8\u51fa\u7684\u5f00\u653e\u534f\u8bae，\u8ba9 AI \u80fd\u591f\u5b89\u5168\u3001\u6807\u51c6\u5316\u5730\u8fde\u63a5\u5916\u90e8\u4e16\u754c\u3002<\/p>\n

\n

\u4e00\u3001MCP \u662f\u4ec0\u4e48？<\/h3>\n

1.1 \u4e00\u53e5\u8bdd\u5b9a\u4e49<\/h4>\n

MCP \u662f AI \u4e0e\u5916\u90e8\u7cfb\u7edf\u4e4b\u95f4\u7684"USB \u63a5\u53e3"\u3002<\/p>\n

\u5c31\u50cf USB \u8ba9\u5404\u79cd\u8bbe\u5907（\u952e\u76d8\u3001\u9f20\u6807\u3001\u786c\u76d8）\u80fd\u7528\u7edf\u4e00\u7684\u65b9\u5f0f\u8fde\u63a5\u7535\u8111，MCP \u8ba9\u5404\u79cd\u5916\u90e8\u670d\u52a1（\u77e5\u8bc6\u5e93\u3001\u6570\u636e\u5e93\u3001API）\u80fd\u7528\u7edf\u4e00\u7684\u65b9\u5f0f\u8fde\u63a5 AI\u3002<\/p>\n

1.2 MCP \u7684\u4e09\u5927\u80fd\u529b<\/h4>\n

MCP \u670d\u52a1\u5668\u53ef\u4ee5\u5411 AI \u66b4\u9732\u4e09\u79cd\u80fd\u529b：<\/p>\n\n\u80fd\u529b\u7c7b\u578b\u8bf4\u660e\u793a\u4f8b<\/tr>\n\n\n\n\n
Tools（\u5de5\u5177）<\/td>\n\u8ba9 AI \u6267\u884c\u64cd\u4f5c<\/td>\n\u641c\u7d22\u77e5\u8bc6\u5e93\u3001\u521b\u5efa Jira \u4efb\u52a1\u3001\u53d1\u9001\u6d88\u606f<\/td>\n<\/tr>\n
Resources（\u8d44\u6e90）<\/td>\n\u5411 AI \u66b4\u9732\u6570\u636e<\/td>\n\u914d\u7f6e\u6587\u4ef6\u5185\u5bb9\u3001\u6570\u636e\u5e93 Schema\u3001API \u6587\u6863<\/td>\n<\/tr>\n
Prompts（\u63d0\u793a\u8bcd）<\/td>\n\u9884\u5b9a\u4e49\u7684\u4ea4\u4e92\u6a21\u677f<\/td>\n\u4ee3\u7801\u5ba1\u67e5\u6a21\u677f\u3001\u62a5\u544a\u751f\u6210\u6a21\u677f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b9e\u9645\u5f00\u53d1\u4e2d，Tools \u662f\u6700\u5e38\u7528\u7684\u80fd\u529b，\u672c\u6587\u7684\u6848\u4f8b\u4e5f\u4e3b\u8981\u56f4\u7ed5 Tools \u5c55\u5f00\u3002<\/p>\n

1.3 MCP vs Plugin：\u6709\u4ec0\u4e48\u533a\u522b？<\/h4>\n

\u5728\u7b2c 10 \u7bc7\u6211\u4eec\u8bb2\u8fc7 Plugin，\u5b83\u548c MCP \u6709\u4ec0\u4e48\u4e0d\u540c？<\/p>\n\n\u7ef4\u5ea6PluginMCP<\/tr>\n\n\n\n\n\n
\u8fd0\u884c\u4f4d\u7f6e<\/td>\nClaude Code \u8fdb\u7a0b\u5185<\/td>\n\u72ec\u7acb\u8fdb\u7a0b，\u901a\u8fc7\u534f\u8bae\u901a\u4fe1<\/td>\n<\/tr>\n
\u5f00\u53d1\u8bed\u8a00<\/td>\n\u5fc5\u987b\u662f TypeScript\/JavaScript<\/td>\n\u4efb\u610f\u8bed\u8a00（Python\u3001Go\u3001Rust\u2026）<\/td>\n<\/tr>\n
\u9694\u79bb\u6027<\/td>\n\u5171\u4eab Claude Code \u73af\u5883<\/td>\n\u5b8c\u5168\u9694\u79bb，\u66f4\u5b89\u5168<\/td>\n<\/tr>\n
\u9002\u7528\u573a\u666f<\/td>\n\u8f7b\u91cf\u7ea7\u529f\u80fd\u589e\u5f3a<\/td>\n\u8fde\u63a5\u5916\u90e8\u7cfb\u7edf\u3001\u590d\u6742\u96c6\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7b80\u5355\u7406\u89e3：Plugin \u50cf\u662f\u7ed9 Claude Code \u201c\u88c5\u63d2\u4ef6\u201d，MCP \u50cf\u662f\u8ba9 Claude Code \u201c\u8fde\u5916\u8bbe\u201d\u3002<\/p>\n

\n

\u4e8c\u3001MCP \u914d\u7f6e\u4e0e\u4f7f\u7528<\/h3>\n

2.1 \u914d\u7f6e\u6587\u4ef6\u4f4d\u7f6e<\/h4>\n

Claude Code \u7684 MCP \u914d\u7f6e\u6587\u4ef6\u4f4d\u4e8e：<\/p>\n

~\/.claude\/mcp.json # \u5168\u5c40\u914d\u7f6e
\n<\u9879\u76ee\u76ee\u5f55>\/.mcp.json # \u9879\u76ee\u7ea7\u914d\u7f6e（\u4f18\u5148\u7ea7\u66f4\u9ad8）<\/p>\n

2.2 \u914d\u7f6e\u6587\u4ef6\u683c\u5f0f<\/h4>\n

{<\/span>
\n "mcpServers"<\/span>:<\/span> {<\/span>
\n "ragflow"<\/span>:<\/span> {<\/span>
\n "command"<\/span>:<\/span> "python"<\/span>,<\/span>
\n "args"<\/span>:<\/span> [<\/span>
\n "\/path\/to\/mcp_server.py"<\/span>,<\/span>
\n "–address"<\/span>,<\/span> "ragflow.example.com"<\/span>,<\/span>
\n "–api-key"<\/span>,<\/span> "your-api-key"<\/span>
\n ]<\/span>
\n }<\/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> "\/path\/to\/allowed\/dir"<\/span>]<\/span>
\n }<\/span>
\n }<\/span>
\n}<\/span><\/p>\n

\u5173\u952e\u5b57\u6bb5\u8bf4\u660e：<\/p>\n

    \n
  • command：\u542f\u52a8 MCP \u670d\u52a1\u5668\u7684\u547d\u4ee4<\/li>\n
  • args：\u547d\u4ee4\u884c\u53c2\u6570<\/li>\n
  • env：\u73af\u5883\u53d8\u91cf（\u53ef\u9009，\u7528\u4e8e\u4f20\u9012\u654f\u611f\u4fe1\u606f）<\/li>\n<\/ul>\n

    2.3 \u5e38\u7528\u5b98\u65b9 MCP \u670d\u52a1\u5668<\/h4>\n

    Anthropic \u548c\u793e\u533a\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5f00\u7bb1\u5373\u7528\u7684 MCP \u670d\u52a1\u5668：<\/p>\n\n\u670d\u52a1\u5668\u5b89\u88c5\u547d\u4ee4\u7528\u9014<\/tr>\n\n\n\n\n\n\n
    filesystem<\/td>\nnpx @modelcontextprotocol\/server-filesystem<\/td>\n\u8bbf\u95ee\u6307\u5b9a\u76ee\u5f55\u7684\u6587\u4ef6<\/td>\n<\/tr>\n
    sqlite<\/td>\nnpx @modelcontextprotocol\/server-sqlite<\/td>\n\u67e5\u8be2 SQLite \u6570\u636e\u5e93<\/td>\n<\/tr>\n
    fetch<\/td>\nnpx @modelcontextprotocol\/server-fetch<\/td>\n\u53d1\u8d77 HTTP \u8bf7\u6c42<\/td>\n<\/tr>\n
    github<\/td>\nnpx @modelcontextprotocol\/server-github<\/td>\nGitHub \u64cd\u4f5c<\/td>\n<\/tr>\n
    brave-search<\/td>\nnpx @modelcontextprotocol\/server-brave-search<\/td>\n\u7f51\u7edc\u641c\u7d22<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2.4 \u9a8c\u8bc1 MCP \u8fde\u63a5<\/h4>\n

    \u914d\u7f6e\u5b8c\u6210\u540e，\u5728 Claude Code \u4e2d\u53ef\u4ee5\u901a\u8fc7 \/mcp \u547d\u4ee4\u67e5\u770b\u5df2\u8fde\u63a5\u7684 MCP \u670d\u52a1\u5668\u53ca\u5176\u63d0\u4f9b\u7684\u5de5\u5177\u3002<\/p>\n

    \n

    \u4e09\u3001\u81ea\u5b9a\u4e49 MCP \u670d\u52a1\u5668\u5f00\u53d1<\/h3>\n

    \u5f53\u5b98\u65b9\u670d\u52a1\u5668\u65e0\u6cd5\u6ee1\u8db3\u9700\u6c42\u65f6，\u5c31\u9700\u8981\u81ea\u5df1\u5f00\u53d1 MCP \u670d\u52a1\u5668\u3002Python \u751f\u6001\u63a8\u8350\u4f7f\u7528 FastMCP \u6846\u67b6，\u5b83\u5927\u5927\u7b80\u5316\u4e86\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n

    3.1 FastMCP \u6846\u67b6<\/h4>\n

    FastMCP \u662f MCP \u7684 Python SDK \u5c01\u88c5，\u63d0\u4f9b\u4e86\u7c7b\u4f3c Flask\/FastAPI \u7684\u88c5\u9970\u5668\u8bed\u6cd5：<\/p>\n

    from<\/span> mcp.<\/span>server.<\/span>fastmcp import<\/span> FastMCP<\/p>\n

    # \u521b\u5efa MCP \u670d\u52a1\u5668\u5b9e\u4f8b<\/span>
    \nmcp =<\/span> FastMCP(<\/span>"my_server"<\/span>)<\/span><\/p>\n

    # \u5b9a\u4e49\u5de5\u5177<\/span>
    \n@mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"hello"<\/span>,<\/span> description=<\/span>"\u6253\u62db\u547c"<\/span>)<\/span>
    \ndef<\/span> hello<\/span>(<\/span>name:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n return<\/span> f"Hello, <\/span>{<\/span>name}<\/span><\/span>!"<\/span><\/span><\/p>\n

    # \u542f\u52a8\u670d\u52a1\u5668<\/span>
    \nif<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
    \n mcp.<\/span>run(<\/span>transport=<\/span>'stdio'<\/span>)<\/span><\/p>\n

    \u6838\u5fc3\u8981\u7d20：<\/p>\n

  • FastMCP("server_name")：\u521b\u5efa\u670d\u52a1\u5668\u5b9e\u4f8b<\/li>\n
  • @mcp.tool()：\u88c5\u9970\u5668\u5b9a\u4e49\u5de5\u5177，name \u662f\u5de5\u5177\u540d，description \u662f AI \u770b\u5230\u7684\u8bf4\u660e<\/li>\n
  • mcp.run(transport='stdio')：\u4ee5 stdio \u6a21\u5f0f\u542f\u52a8（Claude Code \u4f7f\u7528\u6b64\u6a21\u5f0f\u901a\u4fe1）<\/li>\n

    3.2 \u5f00\u53d1\u6d41\u7a0b<\/h4>\n

    1. \u5b89\u88c5\u4f9d\u8d56 pip install mcp
    \n2. \u521b\u5efa\u670d\u52a1\u5668 \u4f7f\u7528 FastMCP \u5b9a\u4e49\u5de5\u5177
    \n3. \u672c\u5730\u6d4b\u8bd5 python mcp_server.py –help
    \n4. \u914d\u7f6e\u8fde\u63a5 \u7f16\u8f91 ~\/.claude\/mcp.json
    \n5. \u9a8c\u8bc1\u96c6\u6210 \u5728 Claude Code \u4e2d\u6d4b\u8bd5\u5de5\u5177\u8c03\u7528<\/p>\n

    \n

    \u56db\u3001\u6848\u4f8b 1：RAGFlow \u77e5\u8bc6\u5e93\u96c6\u6210<\/h3>\n

    \u8fd9\u662f\u4e00\u4e2a\u771f\u5b9e\u7684\u751f\u4ea7\u6848\u4f8b，\u5c06 RAGFlow \u77e5\u8bc6\u5e93\u63a5\u5165 Claude Code，\u8ba9 AI \u80fd\u591f\u641c\u7d22\u548c\u7ba1\u7406\u5185\u90e8\u6587\u6863\u3002<\/p>\n

    4.1 \u9700\u6c42\u5206\u6790<\/h4>\n

    \u6211\u4eec\u5e0c\u671b Claude Code \u80fd\u591f：<\/p>\n

      \n
    • \u641c\u7d22\u77e5\u8bc6\u5e93\u4e2d\u7684\u76f8\u5173\u5185\u5bb9<\/li>\n
    • \u4e0a\u4f20\u65b0\u6587\u6863\u5230\u77e5\u8bc6\u5e93<\/li>\n
    • \u5217\u51fa\u6570\u636e\u96c6\u548c\u6587\u6863<\/li>\n<\/ul>\n

      4.2 \u6838\u5fc3\u5b9e\u73b0<\/h4>\n

      \u670d\u52a1\u5668\u521d\u59cb\u5316\u4e0e\u5168\u5c40\u914d\u7f6e：<\/p>\n

      from<\/span> mcp.<\/span>server.<\/span>fastmcp import<\/span> FastMCP
      \nfrom<\/span> core.<\/span>ragflow_api import<\/span> get_datasets,<\/span> retrieve_chunks,<\/span> upload_document
      \nimport<\/span> argparse<\/p>\n

      mcp =<\/span> FastMCP(<\/span>"ragflow_mcp"<\/span>)<\/span><\/p>\n

      # \u5168\u5c40\u914d\u7f6e（\u901a\u8fc7\u547d\u4ee4\u884c\u53c2\u6570\u4f20\u5165）<\/span>
      \nADDRESS =<\/span> None<\/span>
      \nAPI_KEY =<\/span> None<\/span><\/p>\n

      \u6838\u5fc3\u5de5\u5177 1：\u641c\u7d22\u77e5\u8bc6\u5e93<\/p>\n

      @mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"search_chunks"<\/span>,<\/span> description=<\/span>"\u4ece\u6570\u636e\u96c6\u4e2d\u68c0\u7d22\u76f8\u5173\u7684\u6587\u672c\u5757"<\/span>)<\/span>
      \ndef<\/span> search_chunks<\/span>(<\/span>question:<\/span> str<\/span>,<\/span> dataset_id:<\/span> str<\/span> =<\/span> None<\/span>,<\/span> page_size:<\/span> int<\/span> =<\/span> 5<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """
      \n \u4ece\u77e5\u8bc6\u5e93\u4e2d\u641c\u7d22\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u5185\u5bb9\u3002<\/p>\n

      :param question: \u8981\u641c\u7d22\u7684\u95ee\u9898\u6216\u5173\u952e\u8bcd
      \n :param dataset_id: \u6570\u636e\u96c6ID，\u4e0d\u63d0\u4f9b\u5219\u641c\u7d22\u6240\u6709\u6570\u636e\u96c6
      \n :param page_size: \u8fd4\u56de\u7ed3\u679c\u6570\u91cf，\u9ed8\u8ba45\u6761
      \n """<\/span>
      \n # \u83b7\u53d6\u8981\u641c\u7d22\u7684\u6570\u636e\u96c6<\/span>
      \n if<\/span> dataset_id:<\/span>
      \n dataset_ids =<\/span> [<\/span>dataset_id]<\/span>
      \n else<\/span>:<\/span>
      \n dataset_ids =<\/span> get_all_dataset_ids(<\/span>)<\/span> # \u641c\u7d22\u6240\u6709\u6570\u636e\u96c6<\/span><\/p>\n

      # \u8c03\u7528 RAGFlow API \u68c0\u7d22<\/span>
      \n result =<\/span> retrieve_chunks(<\/span>
      \n address=<\/span>ADDRESS,<\/span>
      \n api_key=<\/span>API_KEY,<\/span>
      \n question=<\/span>question,<\/span>
      \n dataset_ids=<\/span>dataset_ids,<\/span>
      \n page_size=<\/span>page_size,<\/span>
      \n similarity_threshold=<\/span>0.1<\/span>
      \n )<\/span><\/p>\n

      # \u683c\u5f0f\u5316\u8fd4\u56de\u7ed3\u679c<\/span>
      \n if<\/span> result and<\/span> result.<\/span>get(<\/span>'code'<\/span>)<\/span> ==<\/span> 0<\/span>:<\/span>
      \n chunks =<\/span> result.<\/span>get(<\/span>'data'<\/span>,<\/span> {<\/span>}<\/span>)<\/span>.<\/span>get(<\/span>'chunks'<\/span>,<\/span> [<\/span>]<\/span>)<\/span>
      \n if<\/span> not<\/span> chunks:<\/span>
      \n return<\/span> f"\u672a\u627e\u5230\u4e0e '<\/span>{<\/span>question}<\/span><\/span>' \u76f8\u5173\u7684\u5185\u5bb9"<\/span><\/span><\/p>\n

      formatted =<\/span> [<\/span>]<\/span>
      \n for<\/span> i,<\/span> chunk in<\/span> enumerate<\/span>(<\/span>chunks,<\/span> 1<\/span>)<\/span>:<\/span>
      \n content =<\/span> chunk.<\/span>get(<\/span>'content'<\/span>,<\/span> ''<\/span>)<\/span>
      \n similarity =<\/span> chunk.<\/span>get(<\/span>'similarity'<\/span>,<\/span> 0<\/span>)<\/span>
      \n doc_name =<\/span> chunk.<\/span>get(<\/span>'document_keyword'<\/span>,<\/span> '\u672a\u77e5\u6587\u6863'<\/span>)<\/span>
      \n formatted.<\/span>append(<\/span>f"<\/span>{<\/span>i}<\/span><\/span>. \u3010<\/span>{<\/span>doc_name}<\/span><\/span>\u3011(\u76f8\u4f3c\u5ea6: <\/span>{<\/span>similarity:<\/span>.3f<\/span>}<\/span><\/span>)\\\\n<\/span>{<\/span>content[<\/span>:<\/span>500]<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span><\/p>\n

      return<\/span> f"\u627e\u5230 <\/span>{<\/span>len<\/span>(<\/span>chunks)<\/span>}<\/span><\/span> \u4e2a\u76f8\u5173\u7ed3\u679c：\\\\n\\\\n"<\/span><\/span> +<\/span> "\\\\n\\\\n"<\/span>.<\/span>join(<\/span>formatted)<\/span><\/p>\n

      return<\/span> f"\u68c0\u7d22\u5931\u8d25: <\/span>{<\/span>result.<\/span>get(<\/span>'message'<\/span>,<\/span> '\u672a\u77e5\u9519\u8bef'<\/span>)<\/span>}<\/span><\/span>"<\/span><\/span><\/p>\n

      \u6838\u5fc3\u5de5\u5177 2：\u4e0a\u4f20\u6587\u6863<\/p>\n

      @mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"upload_documents"<\/span>,<\/span> description=<\/span>"\u4e0a\u4f20\u6587\u6863\u5230\u77e5\u8bc6\u5e93"<\/span>)<\/span>
      \ndef<\/span> upload_documents_tool<\/span>(<\/span>file_paths:<\/span> list<\/span>,<\/span> dataset_id:<\/span> str<\/span> =<\/span> None<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """
      \n \u4e0a\u4f20\u672c\u5730\u6587\u6863\u5230 RAGFlow \u77e5\u8bc6\u5e93\u3002<\/p>\n

      :param file_paths: \u6587\u4ef6\u8def\u5f84\u5217\u8868
      \n :param dataset_id: \u76ee\u6807\u6570\u636e\u96c6ID
      \n """<\/span>
      \n if<\/span> isinstance<\/span>(<\/span>file_paths,<\/span> str<\/span>)<\/span>:<\/span>
      \n file_paths =<\/span> [<\/span>file_paths]<\/span><\/p>\n

      results =<\/span> [<\/span>]<\/span>
      \n for<\/span> file_path in<\/span> file_paths:<\/span>
      \n if<\/span> not<\/span> os.<\/span>path.<\/span>exists(<\/span>file_path)<\/span>:<\/span>
      \n results.<\/span>append(<\/span>{<\/span>"file"<\/span>:<\/span> file_path,<\/span> "error"<\/span>:<\/span> "\u6587\u4ef6\u4e0d\u5b58\u5728"<\/span>}<\/span>)<\/span>
      \n continue<\/span><\/p>\n

      result =<\/span> upload_document(<\/span>
      \n address=<\/span>ADDRESS,<\/span>
      \n api_key=<\/span>API_KEY,<\/span>
      \n dataset_id=<\/span>dataset_id,<\/span>
      \n file_path=<\/span>file_path,<\/span>
      \n document_name=<\/span>os.<\/span>path.<\/span>basename(<\/span>file_path)<\/span>
      \n )<\/span>
      \n results.<\/span>append(<\/span>{<\/span>"file"<\/span>:<\/span> file_path,<\/span> "result"<\/span>:<\/span> result}<\/span>)<\/span><\/p>\n

      return<\/span> json.<\/span>dumps(<\/span>results,<\/span> ensure_ascii=<\/span>False<\/span>,<\/span> indent=<\/span>2<\/span>)<\/span><\/p>\n

      \u542f\u52a8\u5165\u53e3：<\/p>\n

      def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
      \n global<\/span> ADDRESS,<\/span> API_KEY<\/p>\n

      parser =<\/span> argparse.<\/span>ArgumentParser(<\/span>description=<\/span>'RAGFlow MCP Server'<\/span>)<\/span>
      \n parser.<\/span>add_argument(<\/span>'–address'<\/span>,<\/span> required=<\/span>True<\/span>,<\/span> help<\/span>=<\/span>'RAGFlow \u670d\u52a1\u5668\u5730\u5740'<\/span>)<\/span>
      \n parser.<\/span>add_argument(<\/span>'–api-key'<\/span>,<\/span> required=<\/span>True<\/span>,<\/span> help<\/span>=<\/span>'API \u5bc6\u94a5'<\/span>)<\/span>
      \n args =<\/span> parser.<\/span>parse_args(<\/span>)<\/span><\/p>\n

      ADDRESS =<\/span> args.<\/span>address
      \n API_KEY =<\/span> args.<\/span>api_key<\/p>\n

      # \u9a8c\u8bc1\u8fde\u63a5<\/span>
      \n result =<\/span> get_datasets(<\/span>address=<\/span>ADDRESS,<\/span> api_key=<\/span>API_KEY,<\/span> page=<\/span>1<\/span>,<\/span> page_size=<\/span>1<\/span>)<\/span>
      \n if<\/span> not<\/span> result or<\/span> result.<\/span>get(<\/span>'code'<\/span>)<\/span> !=<\/span> 0<\/span>:<\/span>
      \n print<\/span>(<\/span>"\u274c RAGFlow \u8fde\u63a5\u5931\u8d25"<\/span>,<\/span> file<\/span>=<\/span>sys.<\/span>stderr)<\/span>
      \n sys.<\/span>exit(<\/span>1<\/span>)<\/span><\/p>\n

      print<\/span>(<\/span>"\u2705 RAGFlow \u8fde\u63a5\u6210\u529f"<\/span>,<\/span> file<\/span>=<\/span>sys.<\/span>stderr)<\/span>
      \n mcp.<\/span>run(<\/span>transport=<\/span>'stdio'<\/span>)<\/span><\/p>\n

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

      4.3 \u914d\u7f6e\u4e0e\u4f7f\u7528<\/h4>\n

      \u914d\u7f6e ~\/.claude\/mcp.json：<\/p>\n

      {<\/span>
      \n "mcpServers"<\/span>:<\/span> {<\/span>
      \n "ragflow"<\/span>:<\/span> {<\/span>
      \n "command"<\/span>:<\/span> "python"<\/span>,<\/span>
      \n "args"<\/span>:<\/span> [<\/span>
      \n "\/path\/to\/mcp_server_stdio.py"<\/span>,<\/span>
      \n "–address"<\/span>,<\/span> "ragflow.your-company.com"<\/span>,<\/span>
      \n "–api-key"<\/span>,<\/span> "ragflow-xxxxxx"<\/span>
      \n ]<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span><\/p>\n

      \u5728 Claude Code \u4e2d\u4f7f\u7528：<\/p>\n

      \u4f60：\u5e2e\u6211\u5728\u77e5\u8bc6\u5e93\u91cc\u641c\u4e00\u4e0b"\u7528\u6237\u8ba4\u8bc1\u6d41\u7a0b"\u76f8\u5173\u7684\u6587\u6863<\/p>\n

      Claude Code：[\u8c03\u7528 search_chunks \u5de5\u5177]
      \n\u627e\u5230 3 \u4e2a\u76f8\u5173\u7ed3\u679c：<\/p>\n

      1. \u3010\u8ba4\u8bc1\u6a21\u5757\u8bbe\u8ba1\u6587\u6863\u3011(\u76f8\u4f3c\u5ea6: 0.892)
      \n \u7528\u6237\u8ba4\u8bc1\u91c7\u7528 JWT + Refresh Token \u53cc\u4ee4\u724c\u673a\u5236…<\/p>\n

      2. \u3010API \u63a5\u53e3\u89c4\u8303\u3011(\u76f8\u4f3c\u5ea6: 0.756)
      \n POST \/api\/auth\/login \u7528\u6237\u767b\u5f55\u63a5\u53e3…<\/p>\n

      \n

      \u4e94\u3001\u6848\u4f8b 2：Jira \u96c6\u6210<\/h3>\n

      \u8ba9 Claude Code \u80fd\u591f\u76f4\u63a5\u64cd\u4f5c Jira，\u5b9e\u73b0\u5f00\u53d1\u4e0e\u4efb\u52a1\u7ba1\u7406\u7684\u65e0\u7f1d\u8854\u63a5\u3002<\/p>\n

      5.1 \u5de5\u5177\u5b9a\u4e49<\/h4>\n

      from<\/span> mcp.<\/span>server.<\/span>fastmcp import<\/span> FastMCP
      \nimport<\/span> requests<\/p>\n

      mcp =<\/span> FastMCP(<\/span>"jira_mcp"<\/span>)<\/span><\/p>\n

      JIRA_URL =<\/span> None<\/span>
      \nJIRA_TOKEN =<\/span> None<\/span><\/p>\n

      @mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"get_issue"<\/span>,<\/span> description=<\/span>"\u83b7\u53d6 Jira \u4efb\u52a1\u8be6\u60c5"<\/span>)<\/span>
      \ndef<\/span> get_issue<\/span>(<\/span>issue_key:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """
      \n \u83b7\u53d6\u6307\u5b9a Jira \u4efb\u52a1\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n

      :param issue_key: \u4efb\u52a1\u7f16\u53f7，\u5982 PROJ-123
      \n """<\/span>
      \n response =<\/span> requests.<\/span>get(<\/span>
      \n f"<\/span>{<\/span>JIRA_URL}<\/span><\/span>\/rest\/api\/2\/issue\/<\/span>{<\/span>issue_key}<\/span><\/span>"<\/span><\/span>,<\/span>
      \n headers=<\/span>{<\/span>"Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>JIRA_TOKEN}<\/span><\/span>"<\/span><\/span>}<\/span>,<\/span>
      \n timeout=<\/span>10<\/span>
      \n )<\/span><\/p>\n

      if<\/span> response.<\/span>status_code ==<\/span> 200<\/span>:<\/span>
      \n data =<\/span> response.<\/span>json(<\/span>)<\/span>
      \n fields =<\/span> data.<\/span>get(<\/span>'fields'<\/span>,<\/span> {<\/span>}<\/span>)<\/span>
      \n return<\/span> f"""
      \n\u4efb\u52a1: <\/span>{<\/span>issue_key}<\/span><\/span>
      \n\u6807\u9898: <\/span>{<\/span>fields.<\/span>get(<\/span>'summary'<\/span>,<\/span> ''<\/span>)<\/span>}<\/span><\/span>
      \n\u72b6\u6001: {fields.get('status', {}).get('name', '')}
      \n\u4f18\u5148\u7ea7: {fields.get('priority', {}).get('name', '')}
      \n\u63cf\u8ff0: <\/span>{<\/span>fields.<\/span>get(<\/span>'description'<\/span>,<\/span> ''<\/span>)<\/span>[<\/span>:<\/span>500]<\/span>}<\/span><\/span>
      \n"""<\/span><\/span>
      \n return<\/span> f"\u83b7\u53d6\u4efb\u52a1\u5931\u8d25: <\/span>{<\/span>response.<\/span>status_code}<\/span><\/span>"<\/span><\/span><\/p>\n

      @mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"add_comment"<\/span>,<\/span> description=<\/span>"\u7ed9 Jira \u4efb\u52a1\u6dfb\u52a0\u8bc4\u8bba"<\/span>)<\/span>
      \ndef<\/span> add_comment<\/span>(<\/span>issue_key:<\/span> str<\/span>,<\/span> comment:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """
      \n \u7ed9\u6307\u5b9a\u4efb\u52a1\u6dfb\u52a0\u8bc4\u8bba\u3002<\/p>\n

      :param issue_key: \u4efb\u52a1\u7f16\u53f7
      \n :param comment: \u8bc4\u8bba\u5185\u5bb9
      \n """<\/span>
      \n response =<\/span> requests.<\/span>post(<\/span>
      \n f"<\/span>{<\/span>JIRA_URL}<\/span><\/span>\/rest\/api\/2\/issue\/<\/span>{<\/span>issue_key}<\/span><\/span>\/comment"<\/span><\/span>,<\/span>
      \n headers=<\/span>{<\/span>
      \n "Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>JIRA_TOKEN}<\/span><\/span>"<\/span><\/span>,<\/span>
      \n "Content-Type"<\/span>:<\/span> "application\/json"<\/span>
      \n }<\/span>,<\/span>
      \n json=<\/span>{<\/span>"body"<\/span>:<\/span> comment}<\/span>,<\/span>
      \n timeout=<\/span>10<\/span>
      \n )<\/span><\/p>\n

      if<\/span> response.<\/span>status_code ==<\/span> 201<\/span>:<\/span>
      \n return<\/span> f"\u2705 \u8bc4\u8bba\u5df2\u6dfb\u52a0\u5230 <\/span>{<\/span>issue_key}<\/span><\/span>"<\/span><\/span>
      \n return<\/span> f"\u274c \u6dfb\u52a0\u8bc4\u8bba\u5931\u8d25: <\/span>{<\/span>response.<\/span>status_code}<\/span><\/span>"<\/span><\/span><\/p>\n

      @mcp.<\/span>tool<\/span>(<\/span>name=<\/span>"update_status"<\/span>,<\/span> description=<\/span>"\u66f4\u65b0 Jira \u4efb\u52a1\u72b6\u6001"<\/span>)<\/span>
      \ndef<\/span> update_status<\/span>(<\/span>issue_key:<\/span> str<\/span>,<\/span> status:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
      \n """
      \n \u66f4\u65b0\u4efb\u52a1\u72b6\u6001\u3002<\/p>\n

      :param issue_key: \u4efb\u52a1\u7f16\u53f7
      \n :param status: \u76ee\u6807\u72b6\u6001（\u5982 "In Progress", "Done"）
      \n """<\/span>
      \n # \u5148\u83b7\u53d6\u53ef\u7528\u7684 transitions<\/span>
      \n trans_resp =<\/span> requests.<\/span>get(<\/span>
      \n f"<\/span>{<\/span>JIRA_URL}<\/span><\/span>\/rest\/api\/2\/issue\/<\/span>{<\/span>issue_key}<\/span><\/span>\/transitions"<\/span><\/span>,<\/span>
      \n headers=<\/span>{<\/span>"Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>JIRA_TOKEN}<\/span><\/span>"<\/span><\/span>}<\/span>
      \n )<\/span><\/p>\n

      if<\/span> trans_resp.<\/span>status_code !=<\/span> 200<\/span>:<\/span>
      \n return<\/span> f"\u83b7\u53d6\u72b6\u6001\u8f6c\u6362\u5931\u8d25"<\/span><\/span><\/p>\n

      transitions =<\/span> trans_resp.<\/span>json(<\/span>)<\/span>.<\/span>get(<\/span>'transitions'<\/span>,<\/span> [<\/span>]<\/span>)<\/span>
      \n target =<\/span> next<\/span>(<\/span>(<\/span>t for<\/span> t in<\/span> transitions if<\/span> t[<\/span>'name'<\/span>]<\/span>.<\/span>lower(<\/span>)<\/span> ==<\/span> status.<\/span>lower(<\/span>)<\/span>)<\/span>,<\/span> None<\/span>)<\/span><\/p>\n

      if<\/span> not<\/span> target:<\/span>
      \n available =<\/span> [<\/span>t[<\/span>'name'<\/span>]<\/span> for<\/span> t in<\/span> transitions]<\/span>
      \n return<\/span> f"\u65e0\u6548\u72b6\u6001\u3002\u53ef\u7528\u72b6\u6001: <\/span>{<\/span>available}<\/span><\/span>"<\/span><\/span><\/p>\n

      # \u6267\u884c\u72b6\u6001\u8f6c\u6362<\/span>
      \n response =<\/span> requests.<\/span>post(<\/span>
      \n f"<\/span>{<\/span>JIRA_URL}<\/span><\/span>\/rest\/api\/2\/issue\/<\/span>{<\/span>issue_key}<\/span><\/span>\/transitions"<\/span><\/span>,<\/span>
      \n headers=<\/span>{<\/span>
      \n "Authorization"<\/span>:<\/span> f"Bearer <\/span>{<\/span>JIRA_TOKEN}<\/span><\/span>"<\/span><\/span>,<\/span>
      \n "Content-Type"<\/span>:<\/span> "application\/json"<\/span>
      \n }<\/span>,<\/span>
      \n json=<\/span>{<\/span>"transition"<\/span>:<\/span> {<\/span>"id"<\/span>:<\/span> target[<\/span>'id'<\/span>]<\/span>}<\/span>}<\/span>
      \n )<\/span><\/p>\n

      if<\/span> response.<\/span>status_code ==<\/span> 204<\/span>:<\/span>
      \n return<\/span> f"\u2705 <\/span>{<\/span>issue_key}<\/span><\/span> \u72b6\u6001\u5df2\u66f4\u65b0\u4e3a <\/span>{<\/span>status}<\/span><\/span>"<\/span><\/span>
      \n return<\/span> f"\u274c \u72b6\u6001\u66f4\u65b0\u5931\u8d25"<\/span><\/span><\/p>\n

      5.2 \u5b9e\u9645\u4f7f\u7528\u573a\u666f<\/h4>\n

      \u573a\u666f：Bug \u4fee\u590d\u5b8c\u6210\u540e\u81ea\u52a8\u66f4\u65b0 Jira<\/p>\n

      \u4f60：\u6211\u5df2\u7ecf\u4fee\u590d\u4e86 PROJ-456 \u7684 Bug，\u5e2e\u6211\u66f4\u65b0\u4e00\u4e0b Jira \u72b6\u6001，\u5e76\u6dfb\u52a0\u4fee\u590d\u8bf4\u660e<\/p>\n

      Claude Code：\u597d\u7684，\u6211\u6765\u66f4\u65b0 Jira\u3002
      \n[\u8c03\u7528 add_comment] \u2705 \u8bc4\u8bba\u5df2\u6dfb\u52a0\u5230 PROJ-456
      \n[\u8c03\u7528 update_status] \u2705 PROJ-456 \u72b6\u6001\u5df2\u66f4\u65b0\u4e3a Done<\/p>\n

      \u5df2\u5b8c\u6210：
      \n1. \u6dfb\u52a0\u4e86\u4fee\u590d\u8bf4\u660e\u8bc4\u8bba
      \n2. \u5c06\u4efb\u52a1\u72b6\u6001\u66f4\u65b0\u4e3a Done<\/p>\n

      \n

      \u516d\u3001\u6700\u4f73\u5b9e\u8df5<\/h3>\n

      6.1 \u9519\u8bef\u5904\u7406<\/h4>\n

      MCP \u5de5\u5177\u7684\u8fd4\u56de\u503c\u4f1a\u76f4\u63a5\u5c55\u793a\u7ed9 AI，\u56e0\u6b64\u9519\u8bef\u4fe1\u606f\u8981\u6e05\u6670\u6613\u61c2：<\/p>\n

      # \u274c \u4e0d\u597d\u7684\u505a\u6cd5<\/span>
      \nreturn<\/span> str<\/span>(<\/span>e)<\/span><\/p>\n

      # \u2705 \u597d\u7684\u505a\u6cd5<\/span>
      \nreturn<\/span> f"\u274c \u64cd\u4f5c\u5931\u8d25: <\/span>{<\/span>str<\/span>(<\/span>e)<\/span>}<\/span><\/span>\u3002\u8bf7\u68c0\u67e5\u53c2\u6570\u662f\u5426\u6b63\u786e\u3002"<\/span><\/span><\/p>\n

      6.2 \u5b89\u5168\u8003\u8651<\/h4>\n
        \n
      • \u654f\u611f\u4fe1\u606f：API Key \u7b49\u901a\u8fc7\u547d\u4ee4\u884c\u53c2\u6570\u6216\u73af\u5883\u53d8\u91cf\u4f20\u5165，\u4e0d\u8981\u786c\u7f16\u7801<\/li>\n
      • \u6743\u9650\u63a7\u5236：MCP \u670d\u52a1\u5668\u5e94\u8be5\u53ea\u66b4\u9732\u5fc5\u8981\u7684\u64cd\u4f5c，\u907f\u514d\u8fc7\u5ea6\u6388\u6743<\/li>\n
      • \u8f93\u5165\u6821\u9a8c：\u5bf9\u7528\u6237\u8f93\u5165\u8fdb\u884c\u6821\u9a8c，\u9632\u6b62\u6ce8\u5165\u653b\u51fb<\/li>\n<\/ul>\n

        # \u901a\u8fc7\u73af\u5883\u53d8\u91cf\u4f20\u9012\u654f\u611f\u4fe1\u606f<\/span>
        \n{<\/span>
        \n "mcpServers"<\/span>:<\/span> {<\/span>
        \n "myserver"<\/span>:<\/span> {<\/span>
        \n "command"<\/span>:<\/span> "python"<\/span>,<\/span>
        \n "args"<\/span>:<\/span> [<\/span>"server.py"<\/span>]<\/span>,<\/span>
        \n "env"<\/span>:<\/span> {<\/span>
        \n "API_KEY"<\/span>:<\/span> "${MYSERVER_API_KEY}"<\/span>
        \n }<\/span>
        \n }<\/span>
        \n }<\/span>
        \n}<\/span><\/p>\n

        6.3 \u6027\u80fd\u4f18\u5316<\/h4>\n
          \n
        • \u8fde\u63a5\u590d\u7528：\u4f7f\u7528\u8fde\u63a5\u6c60，\u907f\u514d\u6bcf\u6b21\u8bf7\u6c42\u90fd\u5efa\u7acb\u65b0\u8fde\u63a5<\/li>\n
        • \u8d85\u65f6\u8bbe\u7f6e：\u6240\u6709\u5916\u90e8\u8c03\u7528\u90fd\u8981\u8bbe\u7f6e\u5408\u7406\u7684\u8d85\u65f6\u65f6\u95f4<\/li>\n
        • \u7ed3\u679c\u7f13\u5b58：\u5bf9\u4e8e\u4e0d\u5e38\u53d8\u5316\u7684\u6570\u636e，\u53ef\u4ee5\u5728 MCP \u670d\u52a1\u5668\u7aef\u7f13\u5b58<\/li>\n<\/ul>\n
          \n

          \u603b\u7ed3<\/h3>\n

          MCP \u662f Claude Code \u8fde\u63a5\u5916\u90e8\u4e16\u754c\u7684\u6865\u6881：<\/p>\n

            \n
          • \u5b98\u65b9 + \u793e\u533a\u670d\u52a1\u5668：\u8986\u76d6\u6587\u4ef6\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u3001HTTP \u8bf7\u6c42\u7b49\u5e38\u89c1\u573a\u666f<\/li>\n
          • FastMCP \u6846\u67b6：\u7528 Python \u5feb\u901f\u5f00\u53d1\u81ea\u5b9a\u4e49\u670d\u52a1\u5668<\/li>\n
          • \u771f\u5b9e\u6848\u4f8b：RAGFlow \u77e5\u8bc6\u5e93\u96c6\u6210\u8ba9 AI \u80fd\u641c\u7d22\u5185\u90e8\u6587\u6863，Jira \u96c6\u6210\u5b9e\u73b0\u5f00\u53d1\u6d41\u7a0b\u81ea\u52a8\u5316<\/li>\n<\/ul>\n

            \u901a\u8fc7 MCP，Claude Code \u4ece\u4e00\u4e2a\u53ea\u80fd\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\u7684\u5de5\u5177，\u8fdb\u5316\u4e3a\u80fd\u591f\u8fde\u63a5\u4f01\u4e1a\u5404\u79cd\u7cfb\u7edf\u7684"\u80fd\u529b\u67a2\u7ebd"\u3002<\/p>\n

            \u4e0b\u4e00\u7bc7，\u6211\u4eec\u5c06\u628a\u672c\u7cfb\u5217\u7684\u6240\u6709\u5185\u5bb9\u6574\u5408\u8d77\u6765，\u6784\u5efa\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u5305，\u8ba9\u4f60\u80fd\u591f\u4e00\u952e\u5b89\u88c5\u3001\u7acb\u5373\u4f7f\u7528\u3002<\/p>\n

            \u201cMCP \u8ba9 AI \u4ece\u4fe1\u606f\u5b64\u5c9b\u53d8\u6210\u80fd\u529b\u67a2\u7ebd\u2014\u2014\u8fde\u63a5\u4e00\u5207，\u65e0\u6240\u4e0d\u80fd\u3002\u201d<\/p>\n

            \n

            MCP\u8d44\u6e90<\/p>\n

              \n
            • MCP\u8d44\u6e90\u5e73\u53f0\u5927\u5168<\/li>\n<\/ul>\n
              \n

              🔗 \u76f8\u5173\u6587\u7ae0:<\/p>\n

                \n
              • \u4e0a\u4e00\u7bc7: Plugin \u6269\u5c55\u5b9e\u6218:\u589e\u5f3a Claude Code \u7684\u80fd\u529b<\/li>\n<\/ul>\n
                \n

                \u5982\u679c\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9,\u6b22\u8fce\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5206\u4eab!\u6709\u4efb\u4f55\u95ee\u9898\u6216\u5efa\u8bae,\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5b66\u4e60,\u4e00\u8d77\u6210\u957f!<\/p>\n

                \u4e5f\u6b22\u8fce\u8bbf\u95ee\u6211\u7684\u4e2a\u4eba\u4e3b\u9875\u53d1\u73b0\u66f4\u591a\u5b9d\u85cf\u8d44\u6e90<\/p>\n","protected":false},"excerpt":{"rendered":"

                \u5f15\u8a00：\u5f53 AI \u52a9\u624b\u9047\u5230\\”\u4fe1\u606f\u5b64\u5c9b\\”
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