{"id":87662,"date":"2026-07-30T17:16:32","date_gmt":"2026-07-30T09:16:32","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87662.html"},"modified":"2026-07-30T17:16:32","modified_gmt":"2026-07-30T09:16:32","slug":"%e6%a8%a1%e5%9e%8b%e4%b8%8a%e4%b8%8b%e6%96%87%e5%8d%8f%e8%ae%ae%ef%bc%88mcp%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87662.html","title":{"rendered":"\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff08MCP\uff09"},"content":{"rendered":"

\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae（MCP）<\/h2>\n

\u8865\u5145\u8bf4\u660e：MCP \u7531 Anthropic \u516c\u53f8\u4e8e 2023 \u5e74\u63d0\u51fa，\u65e8\u5728\u89e3\u51b3 LLM \u4e0e\u5916\u90e8\u7cfb\u7edf\u96c6\u6210\u7684\u6807\u51c6\u5316\u95ee\u9898\u3002\u5b83\u7c7b\u4f3c\u4e8e\u8ba1\u7b97\u673a\u9886\u57df\u7684 USB \u6216 HTTP \u534f\u8bae，\u4e3a AI \u7cfb\u7edf\u63d0\u4f9b\u7edf\u4e00\u7684"\u63d2\u4ef6"\u63a5\u53e3，\u8ba9\u4e0d\u540c\u5382\u5546\u7684\u5de5\u5177\u80fd\u591f\u5373\u63d2\u5373\u7528\u3002<\/p>\n

\u4e3a\u4e86\u8ba9 LLM \u6210\u4e3a\u771f\u6b63\u7684\u667a\u80fd\u4f53，\u5fc5\u987b\u5177\u5907\u4e0e\u5916\u90e8\u73af\u5883\u4ea4\u4e92\u7684\u80fd\u529b\u2014\u2014\u8bbf\u95ee\u5b9e\u65f6\u6570\u636e\u3001\u8c03\u7528\u5916\u90e8\u8f6f\u4ef6\u3002\u6ca1\u6709\u6807\u51c6\u5316\u901a\u4fe1\u534f\u8bae，\u6bcf\u6b21\u96c6\u6210\u90fd\u9700\u5b9a\u5236\u5f00\u53d1，\u96be\u4ee5\u590d\u7528，\u963b\u788d\u4e86\u590d\u6742 AI \u7cfb\u7edf\u7684\u6269\u5c55\u548c\u4e92\u8054\u3002<\/p>\n

\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae（MCP）\u901a\u8fc7\u5f00\u653e\u6807\u51c6，\u6210\u4e3a LLM \u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u901a\u7528\u63a5\u53e3\u3002\u5b83\u5b9a\u4e49\u4e86\u80fd\u529b\u53d1\u73b0\u548c\u8c03\u7528\u7684\u6807\u51c6\u6d41\u7a0b，\u91c7\u7528\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u67b6\u6784，\u670d\u52a1\u5668\u53ef\u5411\u4efb\u610f\u5408\u89c4\u5ba2\u6237\u7aef\u66b4\u9732\u5de5\u5177\u3001\u6570\u636e\u8d44\u6e90\u548c Prompt\u3002<\/p>\n

\u6838\u5fc3\u601d\u60f3：\u6807\u51c6\u5316\u8fde\u63a5 \u2014\u2014 MCP \u50cf\u901a\u7528\u7535\u6e90\u63d2\u5ea7\u7cfb\u7edf，\u4e0d\u76f4\u63a5\u63d0\u4f9b\u5de5\u5177，\u4f46\u5141\u8bb8\u4efb\u4f55\u5408\u89c4\u5de5\u5177\u63a5\u5165，\u6253\u9020\u52a8\u6001\u3001\u53ef\u6269\u5c55\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u574a\u3002<\/p>\n

\u4e0e\u51fd\u6570\u8c03\u7528\u7684\u533a\u522b<\/h3>\n

\u51fd\u6570\u8c03\u7528\u9002\u5408\u7b80\u5355\u573a\u666f（\u56fa\u5b9a\u5c11\u91cf\u51fd\u6570），MCP \u5219\u662f\u590d\u6742\u3001\u4e92\u8054 AI \u7cfb\u7edf\u4e0d\u53ef\u6216\u7f3a\u7684\u6807\u51c6\u5316\u901a\u4fe1\u6846\u67b6\u3002<\/p>\n\n\u5bf9\u6bd4\u51fd\u6570\u8c03\u7528MCP<\/tr>\n\n\n\n\n\n
\u5b9a\u4e49\u65b9\u5f0f<\/td>\n\u4ee3\u7801\u4e2d\u786c\u7f16\u7801\u51fd\u6570<\/td>\n\u670d\u52a1\u5668\u52a8\u6001\u66b4\u9732\u5de5\u5177<\/td>\n<\/tr>\n
\u53d1\u73b0\u673a\u5236<\/td>\n\u65e0，\u5f00\u53d1\u8005\u9884\u5148\u5b9a\u4e49<\/td>\n\u5ba2\u6237\u7aef\u53ef\u52a8\u6001\u67e5\u8be2\u670d\u52a1\u5668\u80fd\u529b<\/td>\n<\/tr>\n
\u53ef\u6269\u5c55\u6027<\/td>\n\u6bcf\u6b21\u65b0\u589e\u9700\u6539\u4ee3\u7801<\/td>\n\u65b0\u670d\u52a1\u5668\u4e0a\u7ebf\u5373\u53ef\u88ab\u53d1\u73b0\u4f7f\u7528<\/td>\n<\/tr>\n
\u9002\u7528\u573a\u666f<\/td>\n\u7b80\u5355\u3001\u56fa\u5b9a\u7684\u5de5\u5177\u96c6<\/td>\n\u590d\u6742\u3001\u591a\u5de5\u5177\u3001\u591a\u6570\u636e\u6e90\u7684\u4f01\u4e1a\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u8865\u5145\u8bf4\u660e：\u5728\u5b9e\u9645\u9879\u76ee\u4e2d，\u51fd\u6570\u8c03\u7528\u548c MCP \u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\u3002\u4f8b\u5982，\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u4f7f\u7528\u51fd\u6570\u8c03\u7528\u4fdd\u8bc1\u6027\u80fd，\u800c\u9700\u8981\u52a8\u6001\u6269\u5c55\u7684\u90e8\u5206（\u5982\u7b2c\u4e09\u65b9\u670d\u52a1\u96c6\u6210）\u4f7f\u7528 MCP\u3002\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u65e2\u80fd\u4fdd\u6301\u6838\u5fc3\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027，\u53c8\u80fd\u4eab\u53d7 MCP \u5e26\u6765\u7684\u6269\u5c55\u6027\u4f18\u52bf\u3002<\/p>\n

MCP \u67b6\u6784<\/h3>\n

MCP \u91c7\u7528\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u6a21\u578b，\u6807\u51c6\u5316\u4fe1\u606f\u6d41：<\/p>\n

\u7528\u6237 \u2192 [LLM] \u2192 [MCP \u5ba2\u6237\u7aef] \u2190\u2192 [MCP \u670d\u52a1\u5668] \u2190\u2192 [\u7b2c\u4e09\u65b9\u670d\u52a1]
\n (\u6570\u636e\u5e93\/API\/SaaS)<\/p>\n

\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6<\/h4>\n
  • LLM：\u6838\u5fc3 Agent，\u5904\u7406\u7528\u6237\u8bf7\u6c42\u3001\u5236\u5b9a\u8ba1\u5212\u3001\u51b3\u5b9a\u4f55\u65f6\u8bbf\u95ee\u5916\u90e8\u4fe1\u606f\u6216\u6267\u884c\u64cd\u4f5c<\/li>\n
  • MCP \u5ba2\u6237\u7aef：LLM \u7684\u5e94\u7528\u6216\u5305\u88c5\u5c42，\u5c06 LLM \u610f\u56fe\u8f6c\u5316\u4e3a MCP \u6807\u51c6\u8bf7\u6c42，\u8d1f\u8d23\u53d1\u73b0\u3001\u8fde\u63a5\u548c\u901a\u4fe1<\/li>\n
  • MCP \u670d\u52a1\u5668：\u5916\u90e8\u4e16\u754c\u7684\u5165\u53e3，\u5411\u6388\u6743\u5ba2\u6237\u7aef\u66b4\u9732\u5de5\u5177\u3001\u8d44\u6e90\u548c Prompt，\u901a\u5e38\u8d1f\u8d23\u67d0\u4e00\u9886\u57df（\u5982\u6570\u636e\u5e93\u3001\u90ae\u4ef6\u670d\u52a1\u3001API）<\/li>\n
  • \u7b2c\u4e09\u65b9\u670d\u52a1：\u5b9e\u9645\u7684\u5916\u90e8\u5de5\u5177\u3001\u5e94\u7528\u6216\u6570\u636e\u6e90，\u7531 MCP \u670d\u52a1\u5668\u7ba1\u7406\u548c\u66b4\u9732（\u5982\u6570\u636e\u5e93\u67e5\u8be2\u3001SaaS \u5e73\u53f0\u3001\u5929\u6c14 API）<\/li>\n

    \u8865\u5145\u8bf4\u660e：\u8fd9\u56db\u4e2a\u7ec4\u4ef6\u6784\u6210\u4e86 MCP \u7684\u5b8c\u6574\u751f\u6001\u94fe\u3002LLM \u4f5c\u4e3a"\u5927\u8111"\u8d1f\u8d23\u51b3\u7b56，MCP \u5ba2\u6237\u7aef\u4f5c\u4e3a"\u7ffb\u8bd1\u5b98"\u8d1f\u8d23\u534f\u8bae\u8f6c\u6362，MCP \u670d\u52a1\u5668\u4f5c\u4e3a"\u7f51\u5173"\u8d1f\u8d23\u6743\u9650\u63a7\u5236，\u7b2c\u4e09\u65b9\u670d\u52a1\u5219\u662f\u5177\u4f53\u7684"\u6267\u884c\u8005"\u3002\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u5173\u6ce8\u70b9\u5206\u79bb，\u8ba9\u6bcf\u4e2a\u7ec4\u4ef6\u4e13\u6ce8\u4e8e\u81ea\u5df1\u7684\u804c\u8d23\u3002<\/p>\n

    \u4ea4\u4e92\u6d41\u7a0b<\/h4>\n
  • \u53d1\u73b0：MCP \u5ba2\u6237\u7aef\u4ee3\u8868 LLM \u67e5\u8be2\u670d\u52a1\u5668\u80fd\u529b，\u670d\u52a1\u5668\u8fd4\u56de\u5de5\u5177\u3001\u8d44\u6e90\u548c Prompt \u6e05\u5355<\/li>\n
  • \u8bf7\u6c42\u6784\u9020：LLM \u51b3\u5b9a\u4f7f\u7528\u67d0\u5de5\u5177（\u5982\u53d1\u90ae\u4ef6），\u6784\u9020\u8bf7\u6c42\u5e76\u6307\u5b9a\u53c2\u6570（\u6536\u4ef6\u4eba\u3001\u4e3b\u9898\u3001\u6b63\u6587）<\/li>\n
  • \u5ba2\u6237\u7aef\u901a\u4fe1：MCP \u5ba2\u6237\u7aef\u5c06\u8bf7\u6c42\u6309\u6807\u51c6\u683c\u5f0f\u53d1\u9001\u81f3 MCP \u670d\u52a1\u5668<\/li>\n
  • \u670d\u52a1\u5668\u6267\u884c：MCP \u670d\u52a1\u5668\u8ba4\u8bc1\u5ba2\u6237\u7aef\u3001\u6821\u9a8c\u8bf7\u6c42，\u8c03\u7528\u5e95\u5c42\u8f6f\u4ef6\u6267\u884c\u64cd\u4f5c（\u5982\u90ae\u4ef6 API \u7684 send \u51fd\u6570）<\/li>\n
  • \u54cd\u5e94\u4e0e\u4e0a\u4e0b\u6587\u66f4\u65b0：\u670d\u52a1\u5668\u8fd4\u56de\u6807\u51c6\u5316\u54cd\u5e94（\u5982\u90ae\u4ef6\u53d1\u9001\u786e\u8ba4 ID），\u5ba2\u6237\u7aef\u5c06\u7ed3\u679c\u53cd\u9988\u7ed9 LLM，\u66f4\u65b0\u4e0a\u4e0b\u6587，\u667a\u80fd\u4f53\u7ee7\u7eed\u540e\u7eed\u4efb\u52a1<\/li>\n

    \u8865\u5145\u8bf4\u660e：MCP \u7684\u4ea4\u4e92\u6d41\u7a0b\u4f53\u73b0\u4e86"\u58f0\u660e\u5f0f"\u7f16\u7a0b\u601d\u60f3\u3002LLM \u53ea\u9700\u8981\u58f0\u660e"\u8981\u505a\u4ec0\u4e48"，\u800c\u4e0d\u9700\u8981\u5173\u5fc3"\u5982\u4f55\u505a"\u3002\u8fd9\u79cd\u62bd\u8c61\u8ba9 LLM \u80fd\u591f\u4e13\u6ce8\u4e8e\u9ad8\u7ea7\u63a8\u7406\u548c\u89c4\u5212，\u800c\u5c06\u5177\u4f53\u7684\u6267\u884c\u7ec6\u8282\u4ea4\u7ed9\u4e13\u95e8\u7684 MCP \u670d\u52a1\u5668\u5904\u7406\u3002<\/p>\n

    #mermaid-svg-QHZB1kt3deTKEmuc{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-QHZB1kt3deTKEmuc .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-QHZB1kt3deTKEmuc .error-icon{fill:#552222;}#mermaid-svg-QHZB1kt3deTKEmuc .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-QHZB1kt3deTKEmuc .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-QHZB1kt3deTKEmuc .marker{fill:#333333;stroke:#333333;}#mermaid-svg-QHZB1kt3deTKEmuc .marker.cross{stroke:#333333;}#mermaid-svg-QHZB1kt3deTKEmuc svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-QHZB1kt3deTKEmuc p{margin:0;}#mermaid-svg-QHZB1kt3deTKEmuc .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-QHZB1kt3deTKEmuc .cluster-label text{fill:#333;}#mermaid-svg-QHZB1kt3deTKEmuc .cluster-label span{color:#333;}#mermaid-svg-QHZB1kt3deTKEmuc .cluster-label span p{background-color:transparent;}#mermaid-svg-QHZB1kt3deTKEmuc .label text,#mermaid-svg-QHZB1kt3deTKEmuc span{fill:#333;color:#333;}#mermaid-svg-QHZB1kt3deTKEmuc .node rect,#mermaid-svg-QHZB1kt3deTKEmuc .node circle,#mermaid-svg-QHZB1kt3deTKEmuc .node ellipse,#mermaid-svg-QHZB1kt3deTKEmuc .node polygon,#mermaid-svg-QHZB1kt3deTKEmuc .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-QHZB1kt3deTKEmuc .rough-node .label text,#mermaid-svg-QHZB1kt3deTKEmuc .node .label text,#mermaid-svg-QHZB1kt3deTKEmuc .image-shape .label,#mermaid-svg-QHZB1kt3deTKEmuc .icon-shape .label{text-anchor:middle;}#mermaid-svg-QHZB1kt3deTKEmuc .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-QHZB1kt3deTKEmuc .rough-node .label,#mermaid-svg-QHZB1kt3deTKEmuc .node .label,#mermaid-svg-QHZB1kt3deTKEmuc .image-shape .label,#mermaid-svg-QHZB1kt3deTKEmuc .icon-shape .label{text-align:center;}#mermaid-svg-QHZB1kt3deTKEmuc .node.clickable{cursor:pointer;}#mermaid-svg-QHZB1kt3deTKEmuc .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-QHZB1kt3deTKEmuc .arrowheadPath{fill:#333333;}#mermaid-svg-QHZB1kt3deTKEmuc .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-QHZB1kt3deTKEmuc .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-QHZB1kt3deTKEmuc .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QHZB1kt3deTKEmuc .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-QHZB1kt3deTKEmuc .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QHZB1kt3deTKEmuc .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-QHZB1kt3deTKEmuc .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-QHZB1kt3deTKEmuc .cluster text{fill:#333;}#mermaid-svg-QHZB1kt3deTKEmuc .cluster span{color:#333;}#mermaid-svg-QHZB1kt3deTKEmuc div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-QHZB1kt3deTKEmuc .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-QHZB1kt3deTKEmuc rect.text{fill:none;stroke-width:0;}#mermaid-svg-QHZB1kt3deTKEmuc .icon-shape,#mermaid-svg-QHZB1kt3deTKEmuc .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QHZB1kt3deTKEmuc .icon-shape p,#mermaid-svg-QHZB1kt3deTKEmuc .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-QHZB1kt3deTKEmuc .icon-shape .label rect,#mermaid-svg-QHZB1kt3deTKEmuc .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QHZB1kt3deTKEmuc .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-QHZB1kt3deTKEmuc .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-QHZB1kt3deTKEmuc :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/span><\/span><\/span><\/span><\/p>\n

    5. \u54cd\u5e94\u4e0e\u66f4\u65b0<\/p>\n

    <\/span><\/span><\/span><\/p>\n

    \u8fd4\u56de\u6807\u51c6\u5316\u54cd\u5e94<\/p>\n

    <\/span><\/p>\n

    \u66f4\u65b0LLM\u4e0a\u4e0b\u6587<\/p>\n

    <\/span><\/p>\n

    \u7ee7\u7eed\u540e\u7eed\u4efb\u52a1<\/p>\n

    <\/span><\/p>\n

    4. \u670d\u52a1\u5668\u6267\u884c<\/p>\n

    <\/span><\/span><\/span><\/p>\n

    \u8ba4\u8bc1\u4e0e\u6821\u9a8c<\/p>\n

    <\/span><\/p>\n

    \u8c03\u7528\u5e95\u5c42\u670d\u52a1<\/p>\n

    <\/span><\/p>\n

    \u6267\u884c\u64cd\u4f5c<\/p>\n

    <\/span><\/p>\n

    3. \u5ba2\u6237\u7aef\u901a\u4fe1<\/p>\n

    <\/span><\/span><\/p>\n

    MCP\u5ba2\u6237\u7aef\u6807\u51c6\u5316\u8bf7\u6c42<\/p>\n

    <\/span><\/p>\n

    \u53d1\u9001\u81f3MCP\u670d\u52a1\u5668<\/p>\n

    <\/span><\/p>\n

    2. \u8bf7\u6c42\u6784\u9020<\/p>\n

    <\/span><\/span><\/p>\n

    LLM\u51b3\u7b56\u9009\u62e9\u5de5\u5177<\/p>\n

    <\/span><\/p>\n

    \u6784\u9020\u8bf7\u6c42\u6307\u5b9a\u53c2\u6570<\/p>\n

    <\/span><\/p>\n

    1. \u53d1\u73b0\u9636\u6bb5<\/p>\n

    <\/span><\/span><\/p>\n

    MCP\u5ba2\u6237\u7aef\u67e5\u8be2\u80fd\u529b<\/p>\n

    <\/span><\/p>\n

    MCP\u670d\u52a1\u5668\u8fd4\u56de\u5de5\u5177\/\u8d44\u6e90\/Prompt\u6e05\u5355<\/p>\n

    <\/span><\/p>\n

    \u56fe2：MCP \u4ea4\u4e92\u6d41\u7a0b\u56fe – \u5c55\u793a\u4ece\u53d1\u73b0\u5230\u6267\u884c\u7684\u5b8c\u65745\u6b65\u6d41\u7a0b<\/p>\n

    #mermaid-svg-hMY13YjKg96vtBFA{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-hMY13YjKg96vtBFA .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-hMY13YjKg96vtBFA .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-hMY13YjKg96vtBFA .error-icon{fill:#552222;}#mermaid-svg-hMY13YjKg96vtBFA .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-hMY13YjKg96vtBFA .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-hMY13YjKg96vtBFA .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-hMY13YjKg96vtBFA .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-hMY13YjKg96vtBFA .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-hMY13YjKg96vtBFA .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-hMY13YjKg96vtBFA .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-hMY13YjKg96vtBFA .marker{fill:#333333;stroke:#333333;}#mermaid-svg-hMY13YjKg96vtBFA .marker.cross{stroke:#333333;}#mermaid-svg-hMY13YjKg96vtBFA svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-hMY13YjKg96vtBFA p{margin:0;}#mermaid-svg-hMY13YjKg96vtBFA .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-hMY13YjKg96vtBFA .cluster-label text{fill:#333;}#mermaid-svg-hMY13YjKg96vtBFA .cluster-label span{color:#333;}#mermaid-svg-hMY13YjKg96vtBFA .cluster-label span p{background-color:transparent;}#mermaid-svg-hMY13YjKg96vtBFA .label text,#mermaid-svg-hMY13YjKg96vtBFA span{fill:#333;color:#333;}#mermaid-svg-hMY13YjKg96vtBFA .node rect,#mermaid-svg-hMY13YjKg96vtBFA .node circle,#mermaid-svg-hMY13YjKg96vtBFA .node ellipse,#mermaid-svg-hMY13YjKg96vtBFA .node polygon,#mermaid-svg-hMY13YjKg96vtBFA .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-hMY13YjKg96vtBFA .rough-node .label text,#mermaid-svg-hMY13YjKg96vtBFA .node .label text,#mermaid-svg-hMY13YjKg96vtBFA .image-shape .label,#mermaid-svg-hMY13YjKg96vtBFA .icon-shape .label{text-anchor:middle;}#mermaid-svg-hMY13YjKg96vtBFA .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-hMY13YjKg96vtBFA .rough-node .label,#mermaid-svg-hMY13YjKg96vtBFA .node .label,#mermaid-svg-hMY13YjKg96vtBFA .image-shape .label,#mermaid-svg-hMY13YjKg96vtBFA .icon-shape .label{text-align:center;}#mermaid-svg-hMY13YjKg96vtBFA .node.clickable{cursor:pointer;}#mermaid-svg-hMY13YjKg96vtBFA .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-hMY13YjKg96vtBFA .arrowheadPath{fill:#333333;}#mermaid-svg-hMY13YjKg96vtBFA .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-hMY13YjKg96vtBFA .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-hMY13YjKg96vtBFA .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-hMY13YjKg96vtBFA .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-hMY13YjKg96vtBFA .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-hMY13YjKg96vtBFA .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-hMY13YjKg96vtBFA .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-hMY13YjKg96vtBFA .cluster text{fill:#333;}#mermaid-svg-hMY13YjKg96vtBFA .cluster span{color:#333;}#mermaid-svg-hMY13YjKg96vtBFA div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-hMY13YjKg96vtBFA .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-hMY13YjKg96vtBFA rect.text{fill:none;stroke-width:0;}#mermaid-svg-hMY13YjKg96vtBFA .icon-shape,#mermaid-svg-hMY13YjKg96vtBFA .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-hMY13YjKg96vtBFA .icon-shape p,#mermaid-svg-hMY13YjKg96vtBFA .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-hMY13YjKg96vtBFA .icon-shape .label rect,#mermaid-svg-hMY13YjKg96vtBFA .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-hMY13YjKg96vtBFA .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-hMY13YjKg96vtBFA .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-hMY13YjKg96vtBFA :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    \u7b2c\u4e09\u65b9\u670d\u52a1<\/p>\n

    <\/span><\/p>\n

    MCP \u670d\u52a1\u5668<\/p>\n

    <\/span><\/p>\n

    MCP \u5ba2\u6237\u7aef<\/p>\n

    <\/span><\/p>\n

    \u5927\u8bed\u8a00\u6a21\u578b<\/p>\n

    <\/span><\/p>\n

    \u7528\u6237<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u81ea\u7136\u8bed\u8a00\u8bf7\u6c42<\/p>\n

    <\/span><\/p>\n

    LLM Agent\u51b3\u7b56\u4e0e\u89c4\u5212<\/p>\n

    <\/span><\/p>\n

    \u534f\u8bae\u8f6c\u6362\u5668\u53d1\u73b0\u4e0e\u901a\u4fe1<\/p>\n

    <\/span><\/p>\n

    \u670d\u52a1\u7f51\u5173\u8ba4\u8bc1\u4e0e\u6267\u884c<\/p>\n

    <\/span><\/p>\n

    \u6570\u636e\u5e93<\/p>\n

    <\/span><\/p>\n

    API\u670d\u52a1<\/p>\n

    <\/span><\/p>\n

    SaaS\u5e73\u53f0<\/p>\n

    <\/span><\/p>\n

    \u6587\u4ef6\u7cfb\u7edf<\/p>\n

    <\/span><\/p>\n

    \u7269\u8054\u7f51\u8bbe\u5907<\/p>\n

    <\/span><\/p>\n

    \u56fe1：MCP \u6574\u4f53\u67b6\u6784\u56fe – \u5c55\u793a\u7528\u6237\u3001LLM\u3001MCP\u5ba2\u6237\u7aef\u3001MCP\u670d\u52a1\u5668\u548c\u7b2c\u4e09\u65b9\u670d\u52a1\u4e4b\u95f4\u7684\u6570\u636e\u6d41<\/p>\n

    \u5de5\u5177\u3001\u8d44\u6e90\u4e0e Prompt \u7684\u533a\u522b<\/h3>\n\n\u6982\u5ff5\u8bf4\u660e\u793a\u4f8b<\/tr>\n\n\n\n\n
    \u8d44\u6e90（Resource）<\/td>\n\u9759\u6001\u6570\u636e，\u4f9b LLM \u8bfb\u53d6<\/td>\nPDF \u6587\u4ef6\u3001\u6570\u636e\u5e93\u8bb0\u5f55\u3001\u914d\u7f6e\u6587\u4ef6<\/td>\n<\/tr>\n
    \u5de5\u5177（Tool）<\/td>\n\u53ef\u6267\u884c\u529f\u80fd，\u4f9b LLM \u8c03\u7528<\/td>\n\u53d1\u90ae\u4ef6\u3001API \u67e5\u8be2\u3001\u6587\u4ef6\u5199\u5165<\/td>\n<\/tr>\n
    Prompt<\/td>\n\u5f15\u5bfc LLM \u4e0e\u8d44\u6e90\u6216\u5de5\u5177\u4ea4\u4e92\u7684\u6a21\u677f<\/td>\n\u7ed3\u6784\u5316\u67e5\u8be2\u6a21\u677f\u3001\u64cd\u4f5c\u6307\u5f15<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8865\u5145\u8bf4\u660e：\u7406\u89e3\u8fd9\u4e09\u8005\u7684\u533a\u522b\u5bf9\u8bbe\u8ba1 MCP \u670d\u52a1\u5668\u81f3\u5173\u91cd\u8981\u3002\u8d44\u6e90\u9002\u5408\u63d0\u4f9b\u9759\u6001\u53c2\u8003\u6570\u636e，\u5de5\u5177\u9002\u5408\u6267\u884c\u5177\u4f53\u64cd\u4f5c，\u800c Prompt \u5219\u7528\u4e8e\u5f15\u5bfc LLM \u7684\u601d\u8003\u8fc7\u7a0b\u3002\u4e00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684 MCP \u670d\u52a1\u5668\u901a\u5e38\u4f1a\u540c\u65f6\u63d0\u4f9b\u8fd9\u4e09\u79cd\u80fd\u529b，\u5f62\u6210\u5b8c\u6574\u7684\u80fd\u529b\u77e9\u9635\u3002<\/p>\n

    MCP \u7684\u66f4\u591a\u8003\u91cf<\/h3>\n\n\u8003\u91cf\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n\n\n
    \u53ef\u53d1\u73b0\u6027<\/td>\n\u5ba2\u6237\u7aef\u53ef\u52a8\u6001\u67e5\u8be2\u670d\u52a1\u5668\u80fd\u529b，\u5b9e\u73b0"\u5373\u65f6\u53d1\u73b0"，\u667a\u80fd\u4f53\u65e0\u9700\u91cd\u542f\u5373\u53ef\u9002\u5e94\u65b0\u529f\u80fd<\/td>\n<\/tr>\n
    \u5b89\u5168\u6027<\/td>\n\u5fc5\u987b\u652f\u6301\u8ba4\u8bc1\u548c\u6388\u6743，\u63a7\u5236\u5ba2\u6237\u7aef\u8bbf\u95ee\u6743\u9650\u548c\u64cd\u4f5c\u8303\u56f4<\/td>\n<\/tr>\n
    \u5b9e\u73b0\u590d\u6742\u5ea6<\/td>\n\u90e8\u5206\u5382\u5546（Anthropic\u3001FastMCP）\u5df2\u63a8\u51fa SDK，\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b<\/td>\n<\/tr>\n
    \u9519\u8bef\u5904\u7406<\/td>\n\u534f\u8bae\u9700\u5b9a\u4e49\u9519\u8bef\u5982\u4f55\u53cd\u9988\u7ed9 LLM，\u4fbf\u4e8e\u667a\u80fd\u4f53\u5c1d\u8bd5\u66ff\u4ee3\u65b9\u6848<\/td>\n<\/tr>\n
    \u672c\u5730 vs \u8fdc\u7a0b<\/td>\n\u672c\u5730\u9002\u5408\u654f\u611f\u6570\u636e\u548c\u9ad8\u6027\u80fd，\u8fdc\u7a0b\u4fbf\u4e8e\u5171\u4eab\u548c\u6269\u5c55<\/td>\n<\/tr>\n
    \u6309\u9700 vs \u6279\u91cf<\/td>\n\u652f\u6301\u5b9e\u65f6\u4ea4\u4e92（\u5bf9\u8bdd\u578b）\u548c\u6279\u91cf\u5904\u7406（\u6570\u636e\u5206\u6790\u6d41\u6c34\u7ebf）<\/td>\n<\/tr>\n
    \u4f20\u8f93\u673a\u5236<\/td>\n\u672c\u5730：JSON-RPC over STDIO；\u8fdc\u7a0b：Streamable HTTP + SSE<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u9002\u7528\u573a\u666f<\/h3>\n

    MCP \u6781\u5927\u62d3\u5c55\u4e86 AI\/LLM \u80fd\u529b，\u5e38\u89c1\u4e5d\u5927\u5e94\u7528\u573a\u666f：<\/p>\n\n\u573a\u666f\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n\n\n\n\n
    \u6570\u636e\u5e93\u96c6\u6210<\/td>\n\u901a\u8fc7 MCP \u65e0\u7f1d\u8bbf\u95ee\u7ed3\u6784\u5316\u6570\u636e\u5e93，\u5982\u67e5\u8be2 BigQuery，\u81ea\u7136\u8bed\u8a00\u9a71\u52a8<\/td>\n<\/tr>\n
    \u751f\u6210\u5f0f\u5a92\u4f53\u7f16\u6392<\/td>\n\u96c6\u6210 Imagen（\u56fe\u7247）\u3001Veo（\u89c6\u9891）\u3001Chirp 3 HD（\u8bed\u97f3）\u3001Lyria（\u97f3\u4e50）\u7b49\u751f\u6210\u670d\u52a1<\/td>\n<\/tr>\n
    \u5916\u90e8 API \u4ea4\u4e92<\/td>\n\u83b7\u53d6\u5b9e\u65f6\u5929\u6c14\u3001\u80a1\u7968\u4ef7\u683c，\u53d1\u9001\u90ae\u4ef6，\u5bf9\u63a5 CRM \u7cfb\u7edf<\/td>\n<\/tr>\n
    \u63a8\u7406\u578b\u4fe1\u606f\u62bd\u53d6<\/td>\n\u5229\u7528 LLM \u63a8\u7406\u80fd\u529b\u6309\u9700\u62bd\u53d6\u4fe1\u606f，\u8d85\u8d8a\u4f20\u7edf\u68c0\u7d22<\/td>\n<\/tr>\n
    \u81ea\u5b9a\u4e49\u5de5\u5177\u5f00\u53d1<\/td>\n\u7528 FastMCP \u7b49\u6846\u67b6\u5feb\u901f\u5f00\u53d1\u5de5\u5177，\u901a\u8fc7 MCP \u670d\u52a1\u5668\u66b4\u9732<\/td>\n<\/tr>\n
    \u6807\u51c6\u5316\u901a\u4fe1<\/td>\n\u964d\u4f4e\u96c6\u6210\u6210\u672c，\u4fc3\u8fdb\u4e0d\u540c\u5382\u5546\u95f4\u4e92\u64cd\u4f5c<\/td>\n<\/tr>\n
    \u590d\u6742\u6d41\u7a0b\u7f16\u6392<\/td>\n\u7ec4\u5408\u591a\u79cd\u5de5\u5177\u5b9e\u73b0\u591a\u6b65\u9aa4\u6d41\u7a0b（\u83b7\u53d6\u6570\u636e\u2192\u751f\u6210\u56fe\u7247\u2192\u64b0\u5199\u90ae\u4ef6\u2192\u53d1\u9001）<\/td>\n<\/tr>\n
    \u7269\u8054\u7f51\u8bbe\u5907\u63a7\u5236<\/td>\n\u901a\u8fc7 MCP \u63a7\u5236\u667a\u80fd\u5bb6\u5c45\u3001\u5de5\u4e1a\u4f20\u611f\u5668\u3001\u673a\u5668\u4eba<\/td>\n<\/tr>\n
    \u91d1\u878d\u670d\u52a1\u81ea\u52a8\u5316<\/td>\n\u5bf9\u63a5\u6570\u636e\u6e90\u3001\u4ea4\u6613\u5e73\u53f0\u3001\u5408\u89c4\u7cfb\u7edf，\u5b9e\u73b0\u5206\u6790\u3001\u4ea4\u6613\u3001\u62a5\u544a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7ecf\u9a8c\u6cd5\u5219<\/h3>\n

    \u6784\u5efa\u590d\u6742\u3001\u53ef\u6269\u5c55\u6216\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u7cfb\u7edf，\u9700\u4e0e\u591a\u6837\u5316\u5916\u90e8\u5de5\u5177\u3001\u6570\u636e\u6e90\u548c API \u4ea4\u4e92\u65f6，\u4f18\u5148\u91c7\u7528 MCP\u3002\u5c24\u5176\u5f53\u9700\u8981\u4e0d\u540c LLM \u4e0e\u5de5\u5177\u4e92\u64cd\u4f5c\u3001\u667a\u80fd\u4f53\u53ef\u52a8\u6001\u53d1\u73b0\u65b0\u80fd\u529b\u65f6，MCP \u662f\u6700\u4f73\u9009\u62e9\u3002\u82e5\u4ec5\u9700\u56fa\u5b9a\u5c11\u91cf\u51fd\u6570，\u76f4\u63a5\u5de5\u5177\u8c03\u7528\u5373\u53ef\u3002<\/p>\n

    \u4ee3\u7801\u793a\u4f8b<\/h3>\n

    \u793a\u4f8b 1：ADK \u8fde\u63a5\u6587\u4ef6\u7cfb\u7edf MCP \u670d\u52a1\u5668<\/h4>\n

    #mermaid-svg-wjPIygx61uETytOm{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-wjPIygx61uETytOm .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-wjPIygx61uETytOm .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-wjPIygx61uETytOm .error-icon{fill:#552222;}#mermaid-svg-wjPIygx61uETytOm .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-wjPIygx61uETytOm .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-wjPIygx61uETytOm .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-wjPIygx61uETytOm .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-wjPIygx61uETytOm .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-wjPIygx61uETytOm .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-wjPIygx61uETytOm .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-wjPIygx61uETytOm .marker{fill:#333333;stroke:#333333;}#mermaid-svg-wjPIygx61uETytOm .marker.cross{stroke:#333333;}#mermaid-svg-wjPIygx61uETytOm svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-wjPIygx61uETytOm p{margin:0;}#mermaid-svg-wjPIygx61uETytOm .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-wjPIygx61uETytOm .cluster-label text{fill:#333;}#mermaid-svg-wjPIygx61uETytOm .cluster-label span{color:#333;}#mermaid-svg-wjPIygx61uETytOm .cluster-label span p{background-color:transparent;}#mermaid-svg-wjPIygx61uETytOm .label text,#mermaid-svg-wjPIygx61uETytOm span{fill:#333;color:#333;}#mermaid-svg-wjPIygx61uETytOm .node rect,#mermaid-svg-wjPIygx61uETytOm .node circle,#mermaid-svg-wjPIygx61uETytOm .node ellipse,#mermaid-svg-wjPIygx61uETytOm .node polygon,#mermaid-svg-wjPIygx61uETytOm .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-wjPIygx61uETytOm .rough-node .label text,#mermaid-svg-wjPIygx61uETytOm .node .label text,#mermaid-svg-wjPIygx61uETytOm .image-shape .label,#mermaid-svg-wjPIygx61uETytOm .icon-shape .label{text-anchor:middle;}#mermaid-svg-wjPIygx61uETytOm .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-wjPIygx61uETytOm .rough-node .label,#mermaid-svg-wjPIygx61uETytOm .node .label,#mermaid-svg-wjPIygx61uETytOm .image-shape .label,#mermaid-svg-wjPIygx61uETytOm .icon-shape .label{text-align:center;}#mermaid-svg-wjPIygx61uETytOm .node.clickable{cursor:pointer;}#mermaid-svg-wjPIygx61uETytOm .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-wjPIygx61uETytOm .arrowheadPath{fill:#333333;}#mermaid-svg-wjPIygx61uETytOm .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-wjPIygx61uETytOm .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-wjPIygx61uETytOm .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wjPIygx61uETytOm .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-wjPIygx61uETytOm .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wjPIygx61uETytOm .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-wjPIygx61uETytOm .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-wjPIygx61uETytOm .cluster text{fill:#333;}#mermaid-svg-wjPIygx61uETytOm .cluster span{color:#333;}#mermaid-svg-wjPIygx61uETytOm div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-wjPIygx61uETytOm .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-wjPIygx61uETytOm rect.text{fill:none;stroke-width:0;}#mermaid-svg-wjPIygx61uETytOm .icon-shape,#mermaid-svg-wjPIygx61uETytOm .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wjPIygx61uETytOm .icon-shape p,#mermaid-svg-wjPIygx61uETytOm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-wjPIygx61uETytOm .icon-shape .label rect,#mermaid-svg-wjPIygx61uETytOm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wjPIygx61uETytOm .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-wjPIygx61uETytOm .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-wjPIygx61uETytOm :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

    MCP \u670d\u52a1\u5668<\/p>\n

    <\/span><\/p>\n

    ADK \u73af\u5883<\/p>\n

    <\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

    \u7528\u6237\u81ea\u7136\u8bed\u8a00\u6307\u4ee4<\/p>\n

    <\/span><\/p>\n

    filesystem_assistant_agentLLM Agent<\/p>\n

    <\/span><\/p>\n

    MCPToolsetADK\u5de5\u5177\u96c6<\/p>\n

    <\/span><\/p>\n

    StdioServerParametersSTDIO\u8fde\u63a5\u53c2\u6570<\/p>\n

    <\/span><\/p>\n

    npx @modelcontextprotocol\/server-filesystemNode.js\u6587\u4ef6\u7cfb\u7edf\u670d\u52a1\u5668<\/p>\n

    <\/span><\/p>\n

    \u672c\u5730\u6587\u4ef6\u7cfb\u7edfmcp_managed_files\u76ee\u5f55<\/p>\n

    <\/span><\/p>\n

    \u56fe3：ADK\u8fde\u63a5\u6587\u4ef6\u7cfb\u7edfMCP\u670d\u52a1\u5668\u67b6\u6784 – \u5c55\u793a\u4ece\u7528\u6237\u5230\u6587\u4ef6\u7cfb\u7edf\u7684\u5b8c\u6574\u8c03\u7528\u94fe<\/p>\n

    \u6f14\u793a\u5982\u4f55\u901a\u8fc7 MCPToolset + StdioServerParameters \u8fde\u63a5\u672c\u5730\u6587\u4ef6\u7cfb\u7edf MCP \u670d\u52a1\u5668：<\/p>\n

    \u7528\u6237 \u2192 [filesystem_assistant_agent] \u2192 MCPToolset \u2192 npx @modelcontextprotocol\/server-filesystem \u2192 \u672c\u5730\u6587\u4ef6\u7cfb\u7edf<\/p>\n

      \n
    • MCPToolset：ADK \u4e2d\u8fde\u63a5 MCP \u670d\u52a1\u5668\u7684\u5de5\u5177\u96c6<\/li>\n
    • StdioServerParameters：\u901a\u8fc7 STDIO \u542f\u52a8\u672c\u5730 MCP \u670d\u52a1\u5668\u8fdb\u7a0b<\/li>\n
    • npx：npm \u81ea\u5e26\u7684\u5305\u6267\u884c\u5de5\u5177，\u65e0\u9700\u5168\u5c40\u5b89\u88c5\u5373\u53ef\u8fd0\u884c Node.js \u5305<\/li>\n
    • tool_filter（\u53ef\u9009）：\u9650\u5236\u66b4\u9732\u7684\u5de5\u5177，\u5982\u53ea\u5141\u8bb8\u8bfb\u53d6<\/li>\n<\/ul>\n

      \u8fd0\u884c\u65b9\u5f0f：\u8fdb\u5165\u811a\u672c\u6240\u5728\u7236\u76ee\u5f55，\u6267\u884c adk web，\u5728\u6d4f\u89c8\u5668\u4e2d\u9009\u62e9 filesystem_assistant_agent，\u5373\u53ef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7ba1\u7406\u6587\u4ef6\u3002<\/p>\n

      import<\/span> os
      \nfrom<\/span> google.<\/span>adk.<\/span>agents import<\/span> LlmAgent
      \nfrom<\/span> google.<\/span>adk.<\/span>tools.<\/span>mcp_tool.<\/span>mcp_toolset import<\/span> MCPToolset,<\/span> StdioServerParameters<\/p>\n

      GEMINI_MODEL =<\/span> "gemini-2.0-flash"<\/span><\/p>\n

      # \u83b7\u53d6 agent.py \u540c\u7ea7\u76ee\u5f55\u4e0b 'mcp_managed_files' \u6587\u4ef6\u5939\u7684\u7edd\u5bf9\u8def\u5f84<\/span>
      \nTARGET_FOLDER_PATH =<\/span> os.<\/span>path.<\/span>join(<\/span>os.<\/span>path.<\/span>dirname(<\/span>os.<\/span>path.<\/span>abspath(<\/span>__file__)<\/span>)<\/span>,<\/span> "mcp_managed_files"<\/span>)<\/span>
      \nos.<\/span>makedirs(<\/span>TARGET_FOLDER_PATH,<\/span> exist_ok=<\/span>True<\/span>)<\/span><\/p>\n

      root_agent =<\/span> LlmAgent(<\/span>
      \n model=<\/span>GEMINI_MODEL,<\/span>
      \n name=<\/span>'filesystem_assistant_agent'<\/span>,<\/span>
      \n instruction=<\/span>(<\/span>
      \n '\u5e2e\u52a9\u7528\u6237\u7ba1\u7406\u6587\u4ef6\u3002\u4f60\u53ef\u4ee5\u5217\u51fa\u3001\u8bfb\u53d6\u548c\u5199\u5165\u6587\u4ef6\u3002'<\/span>
      \n f'\u4f60\u7684\u64cd\u4f5c\u76ee\u5f55\u4e3a：<\/span>{<\/span>TARGET_FOLDER_PATH}<\/span><\/span>'<\/span><\/span>
      \n )<\/span>,<\/span>
      \n tools=<\/span>[<\/span>
      \n MCPToolset(<\/span>
      \n connection_params=<\/span>StdioServerParameters(<\/span>
      \n command=<\/span>'npx'<\/span>,<\/span>
      \n args=<\/span>[<\/span>
      \n "-y"<\/span>,<\/span>
      \n "@modelcontextprotocol\/server-filesystem"<\/span>,<\/span>
      \n TARGET_FOLDER_PATH,<\/span>
      \n ]<\/span>,<\/span>
      \n )<\/span>,<\/span>
      \n # \u53ef\u9009：\u9650\u5236\u66b4\u9732\u7684\u5de5\u5177，\u5982\u53ea\u5141\u8bb8\u8bfb\u53d6<\/span>
      \n # tool_filter=['list_directory', 'read_file']<\/span>
      \n )<\/span>
      \n ]<\/span>,<\/span>
      \n)<\/span><\/p>\n

      \u793a\u4f8b 2：FastMCP \u670d\u52a1\u5668<\/h4>\n

      #mermaid-svg-d28tdsJoV2phloBm{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-d28tdsJoV2phloBm .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-d28tdsJoV2phloBm .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-d28tdsJoV2phloBm .error-icon{fill:#552222;}#mermaid-svg-d28tdsJoV2phloBm .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-d28tdsJoV2phloBm .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-d28tdsJoV2phloBm .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-d28tdsJoV2phloBm .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-d28tdsJoV2phloBm .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-d28tdsJoV2phloBm .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-d28tdsJoV2phloBm .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-d28tdsJoV2phloBm .marker{fill:#333333;stroke:#333333;}#mermaid-svg-d28tdsJoV2phloBm .marker.cross{stroke:#333333;}#mermaid-svg-d28tdsJoV2phloBm svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-d28tdsJoV2phloBm p{margin:0;}#mermaid-svg-d28tdsJoV2phloBm .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-d28tdsJoV2phloBm .cluster-label text{fill:#333;}#mermaid-svg-d28tdsJoV2phloBm .cluster-label span{color:#333;}#mermaid-svg-d28tdsJoV2phloBm .cluster-label span p{background-color:transparent;}#mermaid-svg-d28tdsJoV2phloBm .label text,#mermaid-svg-d28tdsJoV2phloBm span{fill:#333;color:#333;}#mermaid-svg-d28tdsJoV2phloBm .node rect,#mermaid-svg-d28tdsJoV2phloBm .node circle,#mermaid-svg-d28tdsJoV2phloBm .node ellipse,#mermaid-svg-d28tdsJoV2phloBm .node polygon,#mermaid-svg-d28tdsJoV2phloBm .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-d28tdsJoV2phloBm .rough-node .label text,#mermaid-svg-d28tdsJoV2phloBm .node .label text,#mermaid-svg-d28tdsJoV2phloBm .image-shape .label,#mermaid-svg-d28tdsJoV2phloBm .icon-shape .label{text-anchor:middle;}#mermaid-svg-d28tdsJoV2phloBm .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-d28tdsJoV2phloBm .rough-node .label,#mermaid-svg-d28tdsJoV2phloBm .node .label,#mermaid-svg-d28tdsJoV2phloBm .image-shape .label,#mermaid-svg-d28tdsJoV2phloBm .icon-shape .label{text-align:center;}#mermaid-svg-d28tdsJoV2phloBm .node.clickable{cursor:pointer;}#mermaid-svg-d28tdsJoV2phloBm .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-d28tdsJoV2phloBm .arrowheadPath{fill:#333333;}#mermaid-svg-d28tdsJoV2phloBm .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-d28tdsJoV2phloBm .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-d28tdsJoV2phloBm .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d28tdsJoV2phloBm .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-d28tdsJoV2phloBm .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d28tdsJoV2phloBm .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-d28tdsJoV2phloBm .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-d28tdsJoV2phloBm .cluster text{fill:#333;}#mermaid-svg-d28tdsJoV2phloBm .cluster span{color:#333;}#mermaid-svg-d28tdsJoV2phloBm div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-d28tdsJoV2phloBm .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-d28tdsJoV2phloBm rect.text{fill:none;stroke-width:0;}#mermaid-svg-d28tdsJoV2phloBm .icon-shape,#mermaid-svg-d28tdsJoV2phloBm .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d28tdsJoV2phloBm .icon-shape p,#mermaid-svg-d28tdsJoV2phloBm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-d28tdsJoV2phloBm .icon-shape .label rect,#mermaid-svg-d28tdsJoV2phloBm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d28tdsJoV2phloBm .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-d28tdsJoV2phloBm .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-d28tdsJoV2phloBm :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

      FastMCP \u670d\u52a1\u5668<\/p>\n

      <\/span><\/span><\/span><\/span><\/span><\/p>\n

      MCP \u5ba2\u6237\u7aef<\/p>\n

      <\/span><\/p>\n

      ADK Agent<\/p>\n

      <\/span><\/p>\n

      \u5176\u4ed6MCP\u5ba2\u6237\u7aef<\/p>\n

      <\/span><\/p>\n

      \u81ea\u5b9a\u4e49\u5ba2\u6237\u7aef<\/p>\n

      <\/span><\/p>\n

      FastMCP\u5b9e\u4f8b<\/p>\n

      <\/span><\/p>\n

      @mcp_server.tool\u88c5\u9970\u5668\u6ce8\u518cgreet\u51fd\u6570<\/p>\n

      <\/span><\/p>\n

      HTTP\u670d\u52a1127.0.0.1:8000<\/p>\n

      <\/span><\/p>\n

      \u56fe4：FastMCP\u670d\u52a1\u5668\u67b6\u6784 – \u5c55\u793aFastMCP\u670d\u52a1\u5668\u4e0e\u591a\u4e2a\u5ba2\u6237\u7aef\u7684\u8fde\u63a5\u5173\u7cfb<\/p>\n

      \u7528 FastMCP \u6846\u67b6\u5feb\u901f\u521b\u5efa\u4e00\u4e2a greet \u5de5\u5177\u7684 MCP \u670d\u52a1\u5668：<\/p>\n

        \n
      • @mcp_server.tool：\u88c5\u9970\u5668\u6ce8\u518c\u5de5\u5177\u51fd\u6570，\u6587\u6863\u5b57\u7b26\u4e32\u548c\u7c7b\u578b\u63d0\u793a\u81ea\u52a8\u751f\u6210\u63a5\u53e3\u89c4\u8303<\/li>\n
      • \u8fd0\u884c\u540e\u76d1\u542c 127.0.0.1:8000，\u4efb\u4f55 MCP \u5ba2\u6237\u7aef\u5747\u53ef\u8c03\u7528<\/li>\n<\/ul>\n

        # pip install fastmcp<\/span>
        \nfrom<\/span> fastmcp import<\/span> FastMCP,<\/span> Client<\/p>\n

        mcp_server =<\/span> FastMCP(<\/span>)<\/span><\/p>\n

        @mcp_server.<\/span>tool<\/span>
        \ndef<\/span> greet<\/span>(<\/span>name:<\/span> str<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
        \n """
        \n \u751f\u6210\u4e2a\u6027\u5316\u95ee\u5019\u8bed\u3002<\/p>\n

        Args:
        \n name: \u8981\u95ee\u5019\u7684\u4eba\u540d\u3002<\/p>\n

        Returns:
        \n \u95ee\u5019\u8bed\u5b57\u7b26\u4e32\u3002
        \n """<\/span>
        \n return<\/span> f"\u4f60\u597d，<\/span>{<\/span>name}<\/span><\/span>！\u5f88\u9ad8\u5174\u8ba4\u8bc6\u4f60\u3002"<\/span><\/span><\/p>\n

        if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
        \n mcp_server.<\/span>run(<\/span>
        \n transport=<\/span>"http"<\/span>,<\/span>
        \n host=<\/span>"127.0.0.1"<\/span>,<\/span>
        \n port=<\/span>8000<\/span>
        \n )<\/span><\/p>\n

        \u793a\u4f8b 3：ADK \u6d88\u8d39 FastMCP \u670d\u52a1\u5668<\/h4>\n

        #mermaid-svg-CVrGF3t4gr376Xxr{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-CVrGF3t4gr376Xxr .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-CVrGF3t4gr376Xxr .error-icon{fill:#552222;}#mermaid-svg-CVrGF3t4gr376Xxr .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-CVrGF3t4gr376Xxr .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-CVrGF3t4gr376Xxr .marker{fill:#333333;stroke:#333333;}#mermaid-svg-CVrGF3t4gr376Xxr .marker.cross{stroke:#333333;}#mermaid-svg-CVrGF3t4gr376Xxr svg{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-CVrGF3t4gr376Xxr p{margin:0;}#mermaid-svg-CVrGF3t4gr376Xxr .label{font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;color:#333;}#mermaid-svg-CVrGF3t4gr376Xxr .cluster-label text{fill:#333;}#mermaid-svg-CVrGF3t4gr376Xxr .cluster-label span{color:#333;}#mermaid-svg-CVrGF3t4gr376Xxr .cluster-label span p{background-color:transparent;}#mermaid-svg-CVrGF3t4gr376Xxr .label text,#mermaid-svg-CVrGF3t4gr376Xxr span{fill:#333;color:#333;}#mermaid-svg-CVrGF3t4gr376Xxr .node rect,#mermaid-svg-CVrGF3t4gr376Xxr .node circle,#mermaid-svg-CVrGF3t4gr376Xxr .node ellipse,#mermaid-svg-CVrGF3t4gr376Xxr .node polygon,#mermaid-svg-CVrGF3t4gr376Xxr .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-CVrGF3t4gr376Xxr .rough-node .label text,#mermaid-svg-CVrGF3t4gr376Xxr .node .label text,#mermaid-svg-CVrGF3t4gr376Xxr .image-shape .label,#mermaid-svg-CVrGF3t4gr376Xxr .icon-shape .label{text-anchor:middle;}#mermaid-svg-CVrGF3t4gr376Xxr .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-CVrGF3t4gr376Xxr .rough-node .label,#mermaid-svg-CVrGF3t4gr376Xxr .node .label,#mermaid-svg-CVrGF3t4gr376Xxr .image-shape .label,#mermaid-svg-CVrGF3t4gr376Xxr .icon-shape .label{text-align:center;}#mermaid-svg-CVrGF3t4gr376Xxr .node.clickable{cursor:pointer;}#mermaid-svg-CVrGF3t4gr376Xxr .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-CVrGF3t4gr376Xxr .arrowheadPath{fill:#333333;}#mermaid-svg-CVrGF3t4gr376Xxr .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-CVrGF3t4gr376Xxr .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-CVrGF3t4gr376Xxr .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CVrGF3t4gr376Xxr .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-CVrGF3t4gr376Xxr .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CVrGF3t4gr376Xxr .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-CVrGF3t4gr376Xxr .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-CVrGF3t4gr376Xxr .cluster text{fill:#333;}#mermaid-svg-CVrGF3t4gr376Xxr .cluster span{color:#333;}#mermaid-svg-CVrGF3t4gr376Xxr div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-CVrGF3t4gr376Xxr .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-CVrGF3t4gr376Xxr rect.text{fill:none;stroke-width:0;}#mermaid-svg-CVrGF3t4gr376Xxr .icon-shape,#mermaid-svg-CVrGF3t4gr376Xxr .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-CVrGF3t4gr376Xxr .icon-shape p,#mermaid-svg-CVrGF3t4gr376Xxr .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-CVrGF3t4gr376Xxr .icon-shape .label rect,#mermaid-svg-CVrGF3t4gr376Xxr .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-CVrGF3t4gr376Xxr .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-CVrGF3t4gr376Xxr .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-CVrGF3t4gr376Xxr :root{–mermaid-font-family:\\”trebuchet ms\\”,verdana,arial,sans-serif;}<\/p>\n

        \u8fdc\u7a0b\u670d\u52a1\u5668<\/p>\n

        <\/span><\/p>\n

        ADK \u73af\u5883<\/p>\n

        <\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u7528\u6237\u8f93\u5165'\u5411 John Doe \u95ee\u597d'<\/p>\n

        <\/span><\/p>\n

        fastmcp_greeter_agentADK LLM Agent<\/p>\n

        <\/span><\/p>\n

        MCPToolset\u5de5\u5177\u96c6<\/p>\n

        <\/span><\/p>\n

        HttpServerParametersHTTP\u8fde\u63a5\u53c2\u6570<\/p>\n

        <\/span><\/p>\n

        FastMCP\u670d\u52a1\u5668localhost:8000<\/p>\n

        <\/span><\/p>\n

        greet\u5de5\u5177\u51fd\u6570\u8fd4\u56de\u95ee\u5019\u8bed<\/p>\n

        <\/span><\/p>\n

        \u54cd\u5e94：'\u4f60\u597d，John Doe！\u5f88\u9ad8\u5174\u8ba4\u8bc6\u4f60\u3002'<\/p>\n

        <\/span><\/p>\n

        \u56fe5：ADK\u6d88\u8d39FastMCP\u670d\u52a1\u5668\u6d41\u7a0b – \u5c55\u793aHTTP\u8fde\u63a5\u548c\u5de5\u5177\u8c03\u7528\u7684\u5b8c\u6574\u8fc7\u7a0b<\/p>\n

        ADK Agent \u4f5c\u4e3a MCP \u5ba2\u6237\u7aef\u8fde\u63a5 FastMCP \u670d\u52a1\u5668：<\/p>\n

        "\u5411 John Doe \u95ee\u597d" \u2192 [fastmcp_greeter_agent] \u2192 HttpServerParameters \u2192 FastMCP \u670d\u52a1\u5668 \u2192 greet("John Doe")<\/p>\n

          \n
        • HttpServerParameters：\u901a\u8fc7 HTTP \u8fde\u63a5\u8fdc\u7a0b MCP \u670d\u52a1\u5668<\/li>\n
        • tool_filter=['greet']：\u53ea\u5141\u8bb8\u4f7f\u7528 greet \u5de5\u5177<\/li>\n<\/ul>\n

          \u8fd0\u884c\u6b65\u9aa4：<\/p>\n

        • \u5148\u542f\u52a8 FastMCP \u670d\u52a1\u5668：python 7.2MCP\u793a\u4f8b_FastMCP\u670d\u52a1\u5668.py<\/li>\n
        • \u518d\u542f\u52a8 ADK Web：adk web<\/li>\n
        • \u9009\u62e9 fastmcp_greeter_agent，\u8f93\u5165 Prompt<\/li>\n

          import<\/span> os
          \nfrom<\/span> google.<\/span>adk.<\/span>agents import<\/span> LlmAgent
          \nfrom<\/span> google.<\/span>adk.<\/span>tools.<\/span>mcp_tool.<\/span>mcp_toolset import<\/span> MCPToolset,<\/span> HttpServerParameters<\/p>\n

          GEMINI_MODEL =<\/span> "gemini-2.0-flash"<\/span><\/p>\n

          # \u5b9a\u4e49 FastMCP \u670d\u52a1\u5668\u5730\u5740<\/span>
          \n# \u8bf7\u786e\u4fdd 7.2MCP\u793a\u4f8b_FastMCP\u670d\u52a1\u5668.py \u5df2\u5728\u8be5\u7aef\u53e3\u8fd0\u884c<\/span>
          \nFASTMCP_SERVER_URL =<\/span> "http:\/\/localhost:8000"<\/span><\/p>\n

          root_agent =<\/span> LlmAgent(<\/span>
          \n model=<\/span>GEMINI_MODEL,<\/span>
          \n name=<\/span>'fastmcp_greeter_agent'<\/span>,<\/span>
          \n instruction=<\/span>'\u4f60\u662f\u4e00\u4e2a\u53cb\u597d\u7684\u52a9\u624b，\u53ef\u4ee5\u901a\u8fc7 "greet" \u5de5\u5177\u5411\u4eba\u95ee\u597d\u3002'<\/span>,<\/span>
          \n tools=<\/span>[<\/span>
          \n MCPToolset(<\/span>
          \n connection_params=<\/span>HttpServerParameters(<\/span>
          \n url=<\/span>FASTMCP_SERVER_URL,<\/span>
          \n )<\/span>,<\/span>
          \n # \u53ef\u9009：\u9650\u5236 MCP \u670d\u52a1\u5668\u66b4\u9732\u7684\u5de5\u5177<\/span>
          \n # \u672c\u4f8b\u53ea\u5141\u8bb8\u4f7f\u7528 'greet'<\/span>
          \n tool_filter=<\/span>[<\/span>'greet'<\/span>]<\/span>
          \n )<\/span>
          \n ]<\/span>,<\/span>
          \n)<\/span><\/p>\n

          \u793a\u4f8b 4：\u5176\u4ed6\u8fde\u63a5\u65b9\u5f0f<\/h4>\n

          \u5c55\u793a python3 \u548c uvx \u4e24\u79cd STDIO \u8fde\u63a5\u53c2\u6570\u914d\u7f6e：<\/p>\n

            \n
          • python3：\u8fde\u63a5\u81ea\u5df1\u7f16\u5199\u7684 Python MCP \u670d\u52a1\u5668\u811a\u672c，\u53ef\u901a\u8fc7 env \u4f20\u9012\u73af\u5883\u53d8\u91cf<\/li>\n
          • uvx：Python \u547d\u4ee4\u884c\u5de5\u5177，\u5229\u7528 uv \u4e34\u65f6\u9694\u79bb\u73af\u5883\u8fd0\u884c Python \u5305，\u65e0\u9700\u5168\u5c40\u5b89\u88c5，\u9002\u5408\u8fd0\u884c\u793e\u533a MCP \u670d\u52a1\u5668<\/li>\n<\/ul>\n

            """
            \nMCP \u670d\u52a1\u5668\u7684\u5176\u4ed6\u8fde\u63a5\u65b9\u5f0f\u793a\u4f8b\u3002
            \n\u5c55\u793a python3 \u548c uvx \u4e24\u79cd STDIO \u8fde\u63a5\u53c2\u6570\u914d\u7f6e\u3002
            \n"""<\/span><\/p>\n

            from<\/span> google.<\/span>adk.<\/span>tools.<\/span>mcp_tool.<\/span>mcp_toolset import<\/span> StdioServerParameters<\/p>\n

            # ============================================================<\/span>
            \n# \u793a\u4f8b 1：\u901a\u8fc7 python3 \u8fde\u63a5\u81ea\u5b9a\u4e49 MCP \u670d\u52a1\u5668<\/span>
            \n# ============================================================<\/span>
            \n# \u9002\u7528\u4e8e\u81ea\u5df1\u7f16\u5199\u7684 Python MCP \u670d\u52a1\u5668\u811a\u672c<\/span>
            \nSERVICE_ACCOUNT_PATH =<\/span> "\/path\/to\/service_account.json"<\/span>
            \nDRIVE_FOLDER_ID =<\/span> "your-drive-folder-id"<\/span><\/p>\n

            python_connection_params =<\/span> StdioServerParameters(<\/span>
            \n command=<\/span>"python3"<\/span>,<\/span>
            \n args=<\/span>[<\/span>".\/agent\/mcp_server.py"<\/span>]<\/span>,<\/span>
            \n env=<\/span>{<\/span>
            \n "SERVICE_ACCOUNT_PATH"<\/span>:<\/span> SERVICE_ACCOUNT_PATH,<\/span>
            \n "DRIVE_FOLDER_ID"<\/span>:<\/span> DRIVE_FOLDER_ID
            \n }<\/span>
            \n)<\/span><\/p>\n

            # ============================================================<\/span>
            \n# \u793a\u4f8b 2：\u901a\u8fc7 uvx \u8fde\u63a5\u793e\u533a MCP \u670d\u52a1\u5668<\/span>
            \n# ============================================================<\/span>
            \n# uvx \u662f Python \u547d\u4ee4\u884c\u5de5\u5177，\u5229\u7528 uv \u4e34\u65f6\u9694\u79bb\u73af\u5883\u8fd0\u884c Python \u5305，\u65e0\u9700\u5168\u5c40\u5b89\u88c5<\/span>
            \nuvx_connection_params =<\/span> StdioServerParameters(<\/span>
            \n command=<\/span>"uvx"<\/span>,<\/span>
            \n args=<\/span>[<\/span>"mcp-google-sheets@latest"<\/span>]<\/span>,<\/span>
            \n env=<\/span>{<\/span>
            \n "SERVICE_ACCOUNT_PATH"<\/span>:<\/span> SERVICE_ACCOUNT_PATH,<\/span>
            \n "DRIVE_FOLDER_ID"<\/span>:<\/span> DRIVE_FOLDER_ID
            \n }<\/span>
            \n)<\/span><\/p>\n

            \u5173\u952e\u8981\u70b9<\/h3>\n
              \n
            • MCP \u662f\u5f00\u653e\u6807\u51c6，\u89c4\u8303 LLM \u4e0e\u5916\u90e8\u5e94\u7528\u3001\u6570\u636e\u6e90\u548c\u5de5\u5177\u7684\u901a\u4fe1<\/li>\n
            • \u91c7\u7528\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u67b6\u6784，\u5b9a\u4e49\u8d44\u6e90\u3001Prompt \u548c\u5de5\u5177\u7684\u66b4\u9732\u4e0e\u6d88\u8d39\u65b9\u5f0f<\/li>\n
            • ADK \u652f\u6301\u6d88\u8d39\u73b0\u6709 MCP \u670d\u52a1\u5668，\u4e5f\u53ef\u5c06\u81ea\u8eab\u5de5\u5177\u66b4\u9732\u4e3a MCP \u670d\u52a1<\/li>\n
            • FastMCP \u7b80\u5316 MCP \u670d\u52a1\u5668\u5f00\u53d1，\u5c24\u5176\u9002\u5408 Python \u5de5\u5177\u7684\u5feb\u901f\u96c6\u6210<\/li>\n
            • MCP Genmedia \u5de5\u5177\u652f\u6301\u667a\u80fd\u4f53\u96c6\u6210 Google Cloud \u751f\u6210\u5f0f\u5a92\u4f53\u670d\u52a1<\/li>\n
            • MCP \u8ba9 LLM \u548c\u667a\u80fd\u4f53\u80fd\u8bbf\u95ee\u771f\u5b9e\u4e16\u754c\u7cfb\u7edf\u3001\u52a8\u6001\u4fe1\u606f，\u5e76\u6267\u884c\u8d85\u8d8a\u6587\u672c\u751f\u6210\u7684\u64cd\u4f5c<\/li>\n<\/ul>\n

              \u603b\u7ed3<\/h3>\n

              \u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae（MCP）\u662f\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u5916\u90e8\u7cfb\u7edf\u7684\u5f00\u653e\u6807\u51c6\u3002\u5b83\u91c7\u7528\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u67b6\u6784，\u8ba9 LLM \u80fd\u901a\u8fc7\u6807\u51c6\u5316\u5de5\u5177\u8bbf\u95ee\u8d44\u6e90\u3001\u5229\u7528 Prompt\u3001\u6267\u884c\u64cd\u4f5c\u3002MCP \u652f\u6301\u6570\u636e\u5e93\u8bbf\u95ee\u3001\u751f\u6210\u5f0f\u5a92\u4f53\u7f16\u6392\u3001\u7269\u8054\u7f51\u63a7\u5236\u548c\u91d1\u878d\u81ea\u52a8\u5316\u7b49\u573a\u666f\u3002\u6587\u4e2d\u901a\u8fc7\u6587\u4ef6\u7cfb\u7edf\u670d\u52a1\u5668\u548c FastMCP \u670d\u52a1\u5668\u7684\u667a\u80fd\u4f53\u96c6\u6210\u793a\u4f8b，\u5c55\u793a\u4e86 MCP \u4e0e ADK \u7684\u5b9e\u9645\u5e94\u7528\u3002MCP \u662f\u6253\u9020\u5177\u5907\u4ea4\u4e92\u80fd\u529b\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u4e0d\u53ef\u6216\u7f3a\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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