{"id":230,"date":"2026-06-17T21:34:03","date_gmt":"2026-06-17T13:34:03","guid":{"rendered":"https:\/\/erishen.cn\/?p=230"},"modified":"2026-06-17T21:34:13","modified_gmt":"2026-06-17T13:34:13","slug":"%e7%bb%99-ai-%e5%8a%a9%e6%89%8b%e6%90%ad%e4%b8%80%e4%b8%aa%e5%b7%a5%e5%85%b7%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%9alobster-%e7%9a%84%e6%9e%b6%e6%9e%84%e6%80%9d%e8%b7%af","status":"publish","type":"post","link":"https:\/\/erishen.cn\/?p=230","title":{"rendered":"\u7ed9 AI \u52a9\u624b\u642d\u4e00\u4e2a\u5de5\u5177\u670d\u52a1\u5668\uff1aLobster \u7684\u67b6\u6784\u601d\u8def"},"content":{"rendered":"<p>AI \u52a9\u624b\u53ea\u4f1a\u8bf4\u8bdd\uff0c\u4e0d\u80fd\u505a\u4e8b\u3002\u8fd9\u4e2a\u95ee\u9898\u5927\u5bb6\u90fd\u77e5\u9053\uff0cOpenAI \u7528 Function Calling \u534f\u8bae\u7ed9\u4e86\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u2014\u2014\u8ba9 LLM \u5728\u5bf9\u8bdd\u4e2d\u8bc6\u522b\u9700\u8981\u8c03\u7528\u7684\u5de5\u5177\uff0c\u7531\u5916\u90e8\u670d\u52a1\u6267\u884c\u3002\u4f46\u534f\u8bae\u53ea\u89e3\u51b3\u4e86\u4e00\u534a\u95ee\u9898\uff1a\u8c01\u6765\u63d0\u4f9b\u8fd9\u4e9b\u5de5\u5177\uff1f\u8c01\u6765\u6267\u884c\uff1f\u8c01\u6765\u4fdd\u8bc1\u5b89\u5168\uff1f<\/p>\n<p>\u6211\u7ed9\u81ea\u5df1\u7684 AI \u52a9\u624b\uff08OpenClaw \u9f99\u867e\uff09\u642d\u4e86\u4e00\u4e2a\u5de5\u5177\u670d\u52a1\u5668\uff0c\u53eb Lobster\u3002\u5b83\u8dd1\u5728\u4e91\u670d\u52a1\u5668\u4e0a\uff0c\u9f99\u867e\u901a\u8fc7 Function Calling \u8c03\u7528 Lobster \u7684 API\uff0c\u4ece&quot;\u53ea\u4f1a\u8bf4\u8bdd&quot;\u53d8\u6210&quot;\u80fd\u529e\u5b9e\u4e8b&quot;\u3002\u8fd9\u7bc7\u6587\u7ae0\u4e0d\u8bb2 Lobster \u7684\u5177\u4f53\u5de5\u5177\u6e05\u5355\uff0c\u800c\u662f\u8bb2\u8fd9\u5957\u67b6\u6784\u7684\u601d\u8def\u2014\u2014ToolRegistry \u6a21\u5f0f\u3001Function Calling \u6865\u63a5\u3001\u5b89\u5168\u5206\u5c42\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u63d2\u4ef6\u6269\u5c55\u3002\u8fd9\u4e9b\u6a21\u5f0f\u4f60\u53ef\u4ee5\u62ff\u53bb\u590d\u7528\uff0c\u7ed9\u4efb\u4f55 AI \u52a9\u624b\u642d\u5de5\u5177\u670d\u52a1\u5668\u3002<\/p>\n<h2>\u7b2c\u4e00\u4e2a\u95ee\u9898\uff1a\u600e\u4e48\u8ba9 AI \u52a9\u624b&quot;\u770b\u89c1&quot;\u4f60\u7684\u5de5\u5177<\/h2>\n<p>AI \u52a9\u624b\u8981\u8c03\u7528\u5de5\u5177\uff0c\u9996\u5148\u5f97\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\u3001\u6bcf\u4e2a\u5de5\u5177\u9700\u8981\u4ec0\u4e48\u53c2\u6570\u3002OpenAI \u5b9a\u4e49\u4e86 Function Calling \u683c\u5f0f\u2014\u2014\u4e00\u4e2a JSON Schema\uff0c\u5305\u542b\u5de5\u5177\u540d\u3001\u63cf\u8ff0\u3001\u53c2\u6570\u5b9a\u4e49\u3002\u4f46\u4f60\u7684\u5de5\u5177\u662f Python \u51fd\u6570\u3001CLI \u547d\u4ee4\u3001HTTP \u8bf7\u6c42\uff0c\u683c\u5f0f\u5404\u4e0d\u76f8\u540c\u3002\u600e\u4e48\u628a\u5b83\u4eec\u7edf\u4e00\u8f6c\u6362\u6210 AI \u80fd\u7406\u89e3\u7684\u6807\u51c6\u683c\u5f0f\uff1f<\/p>\n<p>Lobster \u7684\u505a\u6cd5\u662f ToolRegistry\u3002\u6838\u5fc3\u5f88\u7b80\u5355\uff1a\u6bcf\u4e2a\u5de5\u5177\u6ce8\u518c\u65f6\u63d0\u4f9b\u56db\u6837\u4e1c\u897f\u2014\u2014\u540d\u5b57\u3001\u63cf\u8ff0\u3001\u53c2\u6570\u5b9a\u4e49\uff08JSON Schema\uff09\u3001\u6267\u884c\u51fd\u6570\u3002\u6ce8\u518c\u5b8c\u6210\u540e\uff0cToolRegistry \u81ea\u52a8\u628a\u6240\u6709\u5de5\u5177\u8f6c\u6362\u6210 OpenAI Function Calling \u683c\u5f0f\u3002<\/p>\n<div class=\"code-toolbar\"><pre data-toolbar-order=\"copy\" data-prismjs-copy><code class=\"language-python\">registry.register(Tool(\n    name=&quot;stock_quote&quot;,\n    description=&quot;\u83b7\u53d6\u80a1\u7968\u5b9e\u65f6\u884c\u60c5&quot;,\n    parameters={\n        &quot;type&quot;: &quot;object&quot;,\n        &quot;properties&quot;: {\n            &quot;code&quot;: {&quot;type&quot;: &quot;string&quot;, &quot;description&quot;: &quot;\u80a1\u7968\u4ee3\u7801 (\u5982 sh600519, sz000001, hk00700)&quot;},\n        },\n        &quot;required&quot;: [&quot;code&quot;]\n    },\n    handler=lambda code: investment_tools.get_stock_quote(code),\n    category=&quot;investment&quot;\n))\n<\/code><\/pre><\/div>\n<p>\u6ce8\u518c\u4e4b\u540e\uff0cAI \u52a9\u624b\u62ff\u5de5\u5177\u5217\u8868\u5c31\u662f\u4e00\u6b21 HTTP \u8bf7\u6c42\uff1a<\/p>\n<div class=\"code-toolbar\"><pre data-toolbar-order=\"copy\" data-prismjs-copy><code class=\"language-bash\">curl http:\/\/localhost:8000\/tools\/openai\n<\/code><\/pre><\/div>\n<p>\u8fd4\u56de\u7684\u662f\u6807\u51c6 Function Calling JSON\uff0c\u53ef\u4ee5\u76f4\u63a5\u5582\u7ed9\u4efb\u4f55\u652f\u6301\u51fd\u6570\u8c03\u7528\u7684 LLM\u2014\u2014GPT\u3001Claude\u3001DeepSeek\u3001\u672c\u5730 Ollama \u6a21\u578b\uff0c\u90fd\u884c\u3002<\/p>\n<div class=\"code-toolbar\"><pre data-toolbar-order=\"copy\" data-prismjs-copy><code class=\"language-json\">{\n  &quot;type&quot;: &quot;function&quot;,\n  &quot;function&quot;: {\n    &quot;name&quot;: &quot;stock_quote&quot;,\n    &quot;description&quot;: &quot;\u83b7\u53d6\u80a1\u7968\u5b9e\u65f6\u884c\u60c5&quot;,\n    &quot;parameters&quot;: {\n      &quot;type&quot;: &quot;object&quot;,\n      &quot;properties&quot;: {\n        &quot;code&quot;: {&quot;type&quot;: &quot;string&quot;, &quot;description&quot;: &quot;\u80a1\u7968\u4ee3\u7801 (\u5982 sh600519, sz000001, hk00700)&quot;},\n      },\n      &quot;required&quot;: [&quot;code&quot;]\n    }\n  }\n}\n<\/code><\/pre><\/div>\n<p>\u8fd9\u4e2a\u6a21\u5f0f\u7684\u597d\u5904\u662f\uff1a\u4f60\u7684\u5de5\u5177\u5b9e\u73b0\u662f Python \u51fd\u6570\uff0c\u4f46\u66b4\u9732\u7ed9 AI \u7684\u683c\u5f0f\u662f\u6807\u51c6\u5316\u7684\u3002\u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\uff0c\u53ea\u9700\u8981\u5199\u4e00\u4e2a <code>register()<\/code> \u8c03\u7528\uff0c\u4e0d\u7528\u64cd\u5fc3\u683c\u5f0f\u8f6c\u6362\u3002ToolRegistry \u8d1f\u8d23\u4ece\u6ce8\u518c\u4fe1\u606f\u5230 Function Calling JSON \u7684\u6620\u5c04\uff0c\u4f60\u53ea\u7ba1\u5199\u4e1a\u52a1\u903b\u8f91\u3002<\/p>\n<h2>\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff1a\u600e\u4e48\u8ba9 AI \u52a9\u624b&quot;\u8c03\u7528&quot;\u4f60\u7684\u5de5\u5177<\/h2>\n<p>AI \u52a9\u624b\u77e5\u9053\u4e86\u5de5\u5177\u5217\u8868\uff0c\u5728\u5bf9\u8bdd\u4e2d\u5224\u65ad\u9700\u8981\u67e5\u80a1\u7968\u65f6\uff0c\u5b83\u8fd4\u56de\u4e00\u4e2a\u51fd\u6570\u8c03\u7528\u6307\u4ee4\uff1a<\/p>\n<div class=\"code-toolbar\"><pre data-toolbar-order=\"copy\" data-prismjs-copy><code class=\"language-json\">{&quot;name&quot;: &quot;stock_quote&quot;, &quot;arguments&quot;: {&quot;code&quot;: &quot;sh600519&quot;}}\n<\/code><\/pre><\/div>\n<p>\u4f60\u7684\u670d\u52a1\u5668\u9700\u8981\u63a5\u6536\u8fd9\u4e2a\u6307\u4ee4\uff0c\u627e\u5230\u5bf9\u5e94\u7684 handler\uff0c\u6267\u884c\uff0c\u8fd4\u56de\u7ed3\u679c\u3002Lobster \u7528 FastAPI \u642d\u4e86\u4e00\u4e2a API \u670d\u52a1\u5668\uff0c\u6bcf\u4e2a\u6ce8\u518c\u7684\u5de5\u5177\u81ea\u52a8\u6620\u5c04\u5230\u4e00\u4e2a\u6267\u884c\u7aef\u70b9\uff1a<\/p>\n<div class=\"code-toolbar\"><pre data-toolbar-order=\"copy\" data-prismjs-copy><code class=\"language-bash\">curl -X POST http:\/\/localhost:8000\/tools\/stock_quote\/execute \\\n  -H &quot;Content-Type: application\/json&quot; \\\n  -d &#39;{&quot;code&quot;: &quot;sh600519&quot;}&#39;\n<\/code><\/pre><\/div>\n<p>ToolRegistry \u6536\u5230\u8bf7\u6c42\u540e\u505a\u4e09\u4ef6\u4e8b\uff1a\u67e5\u627e\u6ce8\u518c\u7684 handler\u3001\u6267\u884c\u3001\u8fd4\u56de\u7ed3\u679c\u3002\u67e5\u627e\u662f\u6309\u540d\u5b57\u7d22\u5f15\u7684 O(1) \u64cd\u4f5c\uff0c\u6267\u884c\u662f\u76f4\u63a5\u8c03\u7528 Python \u51fd\u6570\uff0c\u8fd4\u56de\u662f\u7edf\u4e00\u7684 JSON \u683c\u5f0f\u3002<\/p>\n<p>\u5b8c\u6574\u7684\u4ea4\u4e92\u94fe\u8def\uff1aLLM \u8bc6\u522b\u610f\u56fe \u2192 \u751f\u6210\u51fd\u6570\u8c03\u7528 \u2192 Lobster API \u63a5\u6536 \u2192 ToolRegistry \u67e5\u627e\u5e76\u6267\u884c \u2192 \u7ed3\u679c\u8fd4\u56de\u7ed9 LLM \u2192 LLM \u7528\u771f\u5b9e\u6570\u636e\u7ec4\u7ec7\u56de\u7b54\u3002\u7528\u6237\u5168\u7a0b\u53ea\u8ddf AI \u52a9\u624b\u5bf9\u8bdd\uff0c\u5de5\u5177\u8c03\u7528\u662f\u900f\u660e\u7684\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u8bbe\u8ba1\u9009\u62e9\uff1a\u4f60\u7684 API \u670d\u52a1\u5668\u4e5f\u53ef\u4ee5\u53ea\u66b4\u9732\u4e00\u4e2a\u7edf\u4e00\u7684 <code>\/execute<\/code> \u7aef\u70b9\uff0c\u4e0d\u6309\u5de5\u5177\u540d\u5206\u8def\u7531\u3002Lobster \u9009\u4e86\u6309\u5de5\u5177\u540d\u5206\u8def\u7531\uff08<code>\/tools\/{tool_name}\/execute<\/code>\uff09\uff0c\u597d\u5904\u662f\u6bcf\u4e2a\u5de5\u5177\u7684 API \u8c03\u7528\u65e5\u5fd7\u66f4\u6e05\u6670\uff0c\u8c03\u8bd5\u65f6\u4e00\u770b\u5c31\u77e5\u9053\u8c03\u4e86\u54ea\u4e2a\u5de5\u5177\u3002\u5982\u679c\u4f60\u7684\u5de5\u5177\u6570\u91cf\u4e0d\u591a\uff0c\u7edf\u4e00\u7aef\u70b9\u4e5f\u591f\u7528\u3002<\/p>\n<h2>\u7b2c\u4e09\u4e2a\u95ee\u9898\uff1a\u8ba9 AI \u80fd\u505a\u4e8b\uff0c\u4f46\u4e0d\u80fd\u4e71\u505a\u4e8b<\/h2>\n<p>\u8fd9\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u95ee\u9898\u3002\u4f60\u7684 AI \u52a9\u624b\u80fd\u8bfb\u5199\u6587\u4ef6\u3001\u6267\u884c\u547d\u4ee4\u3001\u53d1 HTTP \u8bf7\u6c42\u4e86\u2014\u2014\u5b83\u4e5f\u5c31\u80fd\u8bef\u5220\u6587\u4ef6\u3001\u8dd1\u5371\u9669\u547d\u4ee4\u3001\u8bf7\u6c42\u5185\u7f51\u5730\u5740\u3002\u5728\u4e91\u670d\u52a1\u5668\u4e0a\u7ed9 AI \u5f00\u653e\u6267\u884c\u80fd\u529b\uff0c\u5b89\u5168\u8fb9\u754c\u5c31\u662f\u5e95\u7ebf\u3002<\/p>\n<p>Lobster \u5728\u6bcf\u4e2a\u5de5\u5177\u6267\u884c\u524d\u52a0\u4e86\u4e00\u5c42\u5b89\u5168\u9a8c\u8bc1\uff0c\u5206\u4e09\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<p><strong>\u8def\u5f84\u5b89\u5168\u3002<\/strong> <code>file_read<\/code>\u3001<code>file_write<\/code> \u7b49\u6587\u4ef6\u64cd\u4f5c\u5de5\u5177\u53ea\u80fd\u8bbf\u95ee\u5141\u8bb8\u7684\u76ee\u5f55\u3002\u9ed8\u8ba4\u9650\u5236\u5728\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u914d\u7f6e\u6269\u5c55\u5141\u8bb8\u8303\u56f4\uff0c\u4f46 AI \u4e0d\u80fd\u8df3\u51fa\u8fb9\u754c\u53bb\u8bfb <code>\/etc\/passwd<\/code> \u6216\u8005\u5199 <code>\/root\/.bashrc<\/code>\u3002<\/p>\n<p><strong>\u547d\u4ee4\u5b89\u5168\u3002<\/strong> <code>run_shell<\/code> \u5de5\u5177\u6709\u4e00\u4e2a\u9ed1\u540d\u5355\uff1arm -rf \/\u3001mkfs\u3001dd if=\u3001fork \u70b8\u5f39\u3001chmod 777 \/\u3001wget \u8fd9\u4e9b\u5371\u9669\u547d\u4ee4\u76f4\u63a5\u62e6\u622a\u3002\u4f60\u4e5f\u53ef\u4ee5\u914d\u7f6e\u767d\u540d\u5355\u6a21\u5f0f\uff0c\u53ea\u5141\u8bb8\u9884\u8bbe\u7684\u5b89\u5168\u547d\u4ee4\u3002<\/p>\n<p><strong>URL \u5b89\u5168\u3002<\/strong> <code>http_get<\/code>\u3001<code>http_post<\/code> \u53ea\u5141\u8bb8 http\/https \u534f\u8bae\uff0c\u5e76\u4e14\u963b\u65ad localhost\u3001127.0.0.1\u30010.0.0.0\u2014\u2014\u9632\u6b62 AI \u88ab\u8bf1\u5bfc\u53bb\u8bf7\u6c42\u4f60\u670d\u52a1\u5668\u4e0a\u7684\u5185\u90e8\u670d\u52a1\uff08SSRF \u9632\u62a4\uff09\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u9488\u5bf9 Python \u4ee3\u7801\u7684\u7279\u6b8a\u68c0\u6d4b\uff1a<code>run_python<\/code> \u5de5\u5177\u5728\u6267\u884c\u524d\u626b\u63cf\u4e94\u4e2a\u9ad8\u5371\u6a21\u5f0f\u2014\u2014os.system\u3001subprocess\u3001eval()\u3001exec()\u3001<strong>import<\/strong>\u2014\u2014\u5339\u914d\u5230\u4efb\u4f55\u4e00\u4e2a\u5c31\u62d2\u7edd\u6267\u884c\u3002\u8ba1\u7b97\u5668\u5de5\u5177\u7528 <code>ast.parse<\/code> + <code>operator<\/code> \u6620\u5c04\u66ff\u4ee3 <code>eval()<\/code>\uff0c\u53ea\u5141\u8bb8\u7b97\u672f\u8fd0\u7b97\u3002<\/p>\n<p>\u8fd9\u4e9b\u9a8c\u8bc1\u4e0d\u662f\u88c5\u9970\u6027\u7684\u53ef\u9009\u5c42\uff0c\u662f\u6bcf\u6b21\u5de5\u5177\u6267\u884c\u7684\u5fc5\u7ecf\u5173\u5361\u3002\u4f60\u7684 AI \u52a9\u624b\u8d8a\u80fd\u505a\u4e8b\uff0c\u4f60\u5c31\u8d8a\u9700\u8981\u9650\u5236\u5b83\u80fd\u505a\u7684\u4e8b\u3002\u5b89\u5168\u9a8c\u8bc1\u548c\u5de5\u5177\u80fd\u529b\u5e94\u8be5\u540c\u6b65\u589e\u957f\u2014\u2014\u6bcf\u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\uff0c\u5c31\u60f3\u60f3\u5b83\u53ef\u80fd\u88ab\u600e\u4e48\u6ee5\u7528\uff0c\u7136\u540e\u52a0\u5bf9\u5e94\u7684\u9632\u62a4\u3002<\/p>\n<h2>\u7b2c\u56db\u4e2a\u95ee\u9898\uff1a\u600e\u4e48\u77e5\u9053 AI \u8c03\u4e86\u4ec0\u4e48\u3001\u8c03\u5f97\u600e\u4e48\u6837<\/h2>\n<p>\u5de5\u5177\u670d\u52a1\u5668\u8dd1\u5728\u4e91\u4e0a\uff0c\u4f60\u4e0d\u5728\u65c1\u8fb9\u76ef\u7740\u3002AI \u8c03\u4e86\u54ea\u4e9b\u5de5\u5177\u3001\u54ea\u4e2a\u6700\u6162\u3001\u54ea\u4e2a\u5931\u8d25\u7387\u6700\u9ad8\u2014\u2014\u8fd9\u4e9b\u4fe1\u606f\u4f60\u9700\u8981\u80fd\u770b\u5230\u3002<\/p>\n<p>Lobster \u505a\u4e86\u4e24\u5c42\u53ef\u89c2\u6d4b\u6027\uff1a<\/p>\n<p><strong>\u6267\u884c\u7edf\u8ba1\u3002<\/strong> \u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u8bb0\u5f55\u5230 <code>~\/.lobster\/stats\/<\/code>\uff0c\u6301\u4e45\u5316\u8de8\u4f1a\u8bdd\u3002\u7edf\u8ba1\u5305\u62ec\uff1a\u603b\u8c03\u7528\u6b21\u6570\u3001\u6210\u529f\/\u5931\u8d25\u6b21\u6570\u3001\u5e73\u5747\u6267\u884c\u65f6\u95f4\u3001\u6700\u8fd1\u8c03\u7528\u5386\u53f2\u3002\u4f60\u53ef\u4ee5\u770b\u5230\u6700\u5e38\u7528\u7684\u5de5\u5177\u6392\u884c\u3001\u6700\u6162\u7684\u8c03\u7528\u3001\u9519\u8bef\u7387\u6700\u9ad8\u7684\u5de5\u5177\u3002\u8fd9\u4e9b\u6570\u636e\u5e2e\u4f60\u5224\u65ad\u54ea\u4e9b\u5de5\u5177\u503c\u5f97\u4f18\u5316\u3001\u54ea\u4e9b\u53ef\u80fd\u6709\u95ee\u9898\u3002<\/p>\n<p><strong>\u7f13\u5b58\u3002<\/strong> ToolRegistry \u5185\u7f6e\u4e86\u4e00\u4e2a LRU \u7f13\u5b58\uff0c\u5e26 TTL \u8fc7\u671f\u673a\u5236\u3002\u540c\u4e00\u4e2a\u80a1\u7968\u4ee3\u7801\u4e00\u5206\u949f\u5185\u4e0d\u91cd\u590d\u8bf7\u6c42\u65b0\u6d6a\u8d22\u7ecf API\u2014\u2014\u56e0\u4e3a\u884c\u60c5\u6570\u636e 60 \u79d2\u5185\u53d8\u5316\u4e0d\u5927\uff0c\u7f13\u5b58\u547d\u4e2d\u7387\u76f4\u63a5\u964d\u4f4e\u5916\u90e8 API \u8c03\u7528\u91cf\u3002\u7f13\u5b58\u4e5f\u6709\u7edf\u8ba1\uff1a\u547d\u4e2d\u7387\u3001\u7f13\u5b58\u5927\u5c0f\u3001\u8fc7\u671f\u6e05\u7406\u6b21\u6570\u3002<\/p>\n<p>\u4e24\u5c42\u8bbe\u8ba1\u662f\u4e92\u8865\u7684\uff1a\u7edf\u8ba1\u544a\u8bc9\u4f60\u5b8f\u89c2\u8d8b\u52bf\uff08\u54ea\u4e2a\u5de5\u5177\u7528\u5f97\u591a\u3001\u54ea\u4e2a\u6162\uff09\uff0c\u7f13\u5b58\u7ed9\u4f60\u5fae\u89c2\u4f18\u5316\uff08\u51cf\u5c11\u91cd\u590d\u8c03\u7528\u3001\u964d\u4f4e\u5ef6\u8fdf\uff09\u3002\u5982\u679c\u4f60\u642d\u81ea\u5df1\u7684\u5de5\u5177\u670d\u52a1\u5668\uff0c\u8fd9\u4e24\u5c42\u90fd\u503c\u5f97\u505a\u2014\u2014\u4e0d\u9700\u8981\u5f88\u590d\u6742\uff0c\u4e00\u4e2a JSON \u6587\u4ef6\u8bb0\u7edf\u8ba1 + \u4e00\u4e2a OrderedDict \u505a\u7f13\u5b58\u5c31\u591f\u8d77\u6b65\u4e86\u3002<\/p>\n<h2>\u7b2c\u4e94\u4e2a\u95ee\u9898\uff1a\u600e\u4e48\u52a0\u65b0\u5de5\u5177<\/h2>\n<p>\u4f60\u7684 AI \u52a9\u624b\u9700\u8981\u7684\u80fd\u529b\u4f1a\u4e0d\u65ad\u53d8\u5316\u3002\u4eca\u5929\u53ea\u9700\u8981\u67e5\u80a1\u7968\uff0c\u660e\u5929\u53ef\u80fd\u9700\u8981\u8bfb\u90ae\u4ef6\uff0c\u540e\u5929\u9700\u8981\u8c03\u7528\u4f60\u516c\u53f8\u7684\u5185\u90e8 API\u3002\u5de5\u5177\u670d\u52a1\u5668\u4e0d\u80fd\u662f\u5c01\u95ed\u7684\u2014\u2014\u9700\u8981\u6709\u4e00\u4e2a\u4f4e\u6210\u672c\u7684\u6269\u5c55\u673a\u5236\u3002<\/p>\n<p>Lobster \u505a\u4e86\u4e24\u5c42\u6269\u5c55\uff1a<\/p>\n<p><strong>\u6ce8\u518c\u6269\u5c55\u3002<\/strong> \u52a0\u4e00\u4e2a\u65b0\u5de5\u5177\u5c31\u662f\u4e00\u884c <code>registry.register()<\/code>\u3002\u4f60\u5728\u4efb\u4f55 Python \u6a21\u5757\u91cc\u5199 handler \u51fd\u6570\uff0c\u7136\u540e\u8c03\u7528\u6ce8\u518c\uff0cToolRegistry \u81ea\u52a8\u628a\u5b83\u7eb3\u5165 Function Calling \u683c\u5f0f\u3002\u4e0d\u9700\u8981\u6539 API \u670d\u52a1\u5668\u4ee3\u7801\uff0c\u4e0d\u9700\u8981\u624b\u52a8\u5199 JSON Schema\u2014\u2014\u6ce8\u518c\u65f6\u63d0\u4f9b\u7684\u53c2\u6570\u5b9a\u4e49\u4f1a\u81ea\u52a8\u8f6c\u6362\u3002<\/p>\n<p><strong>\u63d2\u4ef6\u6269\u5c55\u3002<\/strong> <code>~\/.lobster\/plugins\/*\/plugin.py<\/code> \u81ea\u52a8\u52a0\u8f7d\u3002\u4f60\u521b\u5efa\u4e00\u4e2a\u76ee\u5f55\uff0c\u653e\u4e00\u4e2a plugin.py \u6587\u4ef6\uff0c\u5b9a\u4e49\u4f60\u7684\u5de5\u5177\uff0c\u4e0b\u6b21\u542f\u52a8 Lobster \u65f6\u81ea\u52a8\u53d1\u73b0\u548c\u6ce8\u518c\u3002\u6709\u6a21\u677f\u751f\u6210\u5668\u5e2e\u4f60\u5feb\u901f\u521b\u5efa\u63d2\u4ef6\u9aa8\u67b6\u3002<\/p>\n<p>\u8fd9\u4e24\u5c42\u7684\u533a\u522b\u662f\uff1a\u6ce8\u518c\u6269\u5c55\u9002\u5408\u4f60\u81ea\u5df1\u5f00\u53d1\u7684\u5de5\u5177\uff08\u4f60\u77e5\u9053\u4ee3\u7801\u5728\u54ea\u91cc\uff0c\u76f4\u63a5 import \u5c31\u884c\uff09\uff0c\u63d2\u4ef6\u6269\u5c55\u9002\u5408\u522b\u4eba\u8d21\u732e\u7684\u5de5\u5177\u6216\u8005\u4f60\u60f3\u9694\u79bb\u7684\u5de5\u5177\uff08\u72ec\u7acb\u76ee\u5f55\uff0c\u4e0d\u8026\u5408\u4e3b\u4ee3\u7801\uff09\u3002\u4f60\u7684\u9879\u76ee\u53ef\u80fd\u53ea\u9700\u8981\u6ce8\u518c\u6269\u5c55\u5c31\u591f\u4e86\uff0c\u4f46\u4fdd\u7559\u63d2\u4ef6\u673a\u5236\u610f\u5473\u7740\u672a\u6765\u53ef\u4ee5\u96f6\u6210\u672c\u5730\u52a0\u7b2c\u4e09\u65b9\u5de5\u5177\u3002<\/p>\n<h2>\u5173\u4e8e MCP<\/h2>\n<p>\u4f60\u53ef\u80fd\u6ce8\u610f\u5230\u4e86\uff0cAnthropic \u63a8\u51fa\u4e86 MCP\uff08Model Context Protocol\uff09\uff0c\u6b63\u5728\u6210\u4e3a\u5de5\u5177\u96c6\u6210\u7684\u65b0\u8d8b\u52bf\u3002Cursor\u3001VS Code\u3001\u5404\u79cd Agent \u6846\u67b6\u90fd\u5728\u63a5\u5165 MCP\u3002\u8fd9\u548c Function Calling \u662f\u4ec0\u4e48\u5173\u7cfb\uff1f<\/p>\n<p>MCP \u548c Function Calling \u89e3\u51b3\u7684\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u8ba9 AI \u8c03\u7528\u5916\u90e8\u5de5\u5177\u3002\u4f46\u573a\u666f\u4e0d\u540c\u3002MCP \u662f\u4e3a IDE \u548c\u672c\u5730\u5de5\u5177\u96c6\u6210\u8bbe\u8ba1\u7684\uff0cAI Agent \u901a\u8fc7 MCP \u534f\u8bae\u8fde\u63a5\u672c\u5730\u5de5\u5177\u670d\u52a1\u5668\uff0c\u9002\u5408\u5f00\u53d1\u573a\u666f\u3002Function Calling \u662f\u4e3a\u4e91\u7aef AI \u52a9\u624b\u8bbe\u8ba1\u7684\uff0cLLM \u5728\u5bf9\u8bdd\u6d41\u4e2d\u751f\u6210\u5de5\u5177\u8c03\u7528\u6307\u4ee4\uff0c\u7531\u4f60\u7684\u670d\u52a1\u5668\u6267\u884c\uff0c\u9002\u5408\u90e8\u7f72\u5728\u4e91\u4e0a\u7684\u52a9\u624b\u3002<\/p>\n<p>Lobster \u7528 Function Calling \u683c\u5f0f\uff0c\u56e0\u4e3a\u5b83\u8dd1\u5728\u4e91\u670d\u52a1\u5668\u4e0a\uff0c\u9f99\u867e\u4e5f\u5728\u4e91\u7aef\u3002\u8fd9\u662f\u5bf9\u7684\u3002\u4f46\u5982\u679c\u4f60\u8981\u505a IDE \u96c6\u6210\u6216\u672c\u5730 Agent\uff0cMCP \u662f\u66f4\u5408\u9002\u7684\u534f\u8bae\u3002<\/p>\n<p>\u597d\u6d88\u606f\u662f\uff1aToolRegistry \u6a21\u5f0f\u548c\u534f\u8bae\u65e0\u5173\u3002\u4f60\u7684\u5de5\u5177\u6ce8\u518c\u3001\u5b89\u5168\u9a8c\u8bc1\u3001\u7f13\u5b58\u3001\u7edf\u8ba1\u8fd9\u4e9b\u67b6\u6784\u5c42\u4e0d\u4f9d\u8d56 Function Calling \u7684\u5177\u4f53\u683c\u5f0f\u3002\u6362\u5230 MCP\uff0c\u4f60\u53ea\u9700\u8981\u6539\u4e00\u5c42\u2014\u2014\u4ece Function Calling JSON \u8f6c\u6210 MCP Tool \u5b9a\u4e49\u683c\u5f0f\u2014\u2014\u5e95\u4e0b\u7684 handler\u3001\u5b89\u5168\u9a8c\u8bc1\u3001\u7f13\u5b58\u3001\u7edf\u8ba1\u5168\u90e8\u590d\u7528\u3002\u67b6\u6784\u601d\u8def\u662f\u901a\u7528\u7684\uff0c\u534f\u8bae\u683c\u5f0f\u662f\u53ef\u66ff\u6362\u7684\u3002<\/p>\n<h2>\u67b6\u6784\u603b\u7ed3<\/h2>\n<p>\u628a\u4e0a\u9762\u4e94\u4e2a\u95ee\u9898\u4e32\u8d77\u6765\uff0cLobster \u7684\u67b6\u6784\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<p>\u5de5\u5177\u6ce8\u518c\u5c42\uff08ToolRegistry\uff09\u7edf\u4e00\u7ba1\u7406\u6240\u6709\u5de5\u5177\u7684\u5143\u6570\u636e\u548c\u6267\u884c\u51fd\u6570\uff0c\u81ea\u52a8\u8f6c\u6362\u6210 LLM \u80fd\u7406\u89e3\u7684\u6807\u51c6\u683c\u5f0f\u3002API \u670d\u52a1\u5668\u5c42\uff08FastAPI\uff09\u628a\u6bcf\u4e2a\u6ce8\u518c\u5de5\u5177\u6620\u5c04\u5230 HTTP \u7aef\u70b9\uff0c\u8ba9 AI \u52a9\u624b\u901a\u8fc7\u7f51\u7edc\u8c03\u7528\u3002\u5b89\u5168\u9a8c\u8bc1\u5c42\u5728\u6bcf\u6b21\u6267\u884c\u524d\u505a\u8def\u5f84\u3001\u547d\u4ee4\u3001URL \u4e09\u7ef4\u6821\u9a8c\uff0c\u4fdd\u8bc1 AI \u80fd\u505a\u4e8b\u4f46\u4e0d\u80fd\u4e71\u505a\u4e8b\u3002\u53ef\u89c2\u6d4b\u6027\u5c42\u8bb0\u5f55\u6267\u884c\u7edf\u8ba1\u548c\u7f13\u5b58\u6570\u636e\uff0c\u8ba9\u4f60\u5bf9 AI \u7684\u6bcf\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u6709\u638c\u63a7\u3002\u6269\u5c55\u5c42\u901a\u8fc7\u6ce8\u518c\u548c\u63d2\u4ef6\u4e24\u79cd\u65b9\u5f0f\u52a0\u65b0\u5de5\u5177\uff0c\u4fdd\u8bc1\u5de5\u5177\u96c6\u53ef\u4ee5\u6301\u7eed\u589e\u957f\u3002<\/p>\n<p>\u8fd9\u4e94\u5c42\u6bcf\u4e00\u5c42\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u4f60\u53ef\u4ee5\u6309\u9700\u53d6\u820d\u3002\u5982\u679c\u4f60\u53ea\u9700\u8981\u6700\u7b80\u65b9\u6848\uff1a\u4e00\u4e2a ToolRegistry + \u4e00\u4e2a FastAPI \u670d\u52a1\u5668\u5c31\u591f\u4e86\u3002\u5b89\u5168\u9a8c\u8bc1\u548c\u7f13\u5b58\u53ef\u4ee5\u540e\u52a0\uff0c\u63d2\u4ef6\u7cfb\u7edf\u53ef\u4ee5\u4e0d\u505a\u3002\u91cd\u8981\u7684\u662f\u5148\u628a&quot;AI \u8c03\u7528 \u2192 \u5de5\u5177\u6267\u884c \u2192 \u7ed3\u679c\u8fd4\u56de&quot;\u8fd9\u6761\u94fe\u8def\u8dd1\u901a\uff0c\u7136\u540e\u518d\u9010\u6b65\u52a0\u56fa\u3002<\/p>\n<p>\u7ed9 AI \u52a9\u624b\u642d\u5de5\u5177\u670d\u52a1\u5668\uff0c\u6838\u5fc3\u4e0d\u662f\u5de5\u5177\u672c\u8eab\uff0c\u800c\u662f\u8fd9\u5957\u67b6\u6784\u3002\u4f60\u7684\u5de5\u5177\u96c6\u4f1a\u53d8\u2014\u2014\u4eca\u5929\u662f\u80a1\u7968\u548c\u4ee3\u7801\u5206\u6790\uff0c\u660e\u5929\u53ef\u80fd\u662f\u90ae\u4ef6\u548c\u65e5\u5386\u3002\u4f46 ToolRegistry \u6a21\u5f0f\u3001\u5b89\u5168\u5206\u5c42\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6269\u5c55\u673a\u5236\u8fd9\u4e9b\u67b6\u6784\u5c42\uff0c\u4e0d\u7ba1\u5de5\u5177\u600e\u4e48\u53d8\uff0c\u90fd\u80fd\u7a33\u7a33\u5730\u6258\u4f4f\u3002<\/p>\n<h2>\u6e90\u7801\u5bfc\u822a<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u67b6\u6784\u5c42<\/th>\n<th>\u6e90\u7801\u6587\u4ef6<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5de5\u5177\u6ce8\u518c<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/tools.py\">tools.py<\/a><\/td>\n<td>ToolRegistry\u300114 \u5185\u7f6e\u5de5\u5177\u3001\u5b89\u5168\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>API \u670d\u52a1\u5668<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/commands\/api_cmd.py\">api_cmd.py<\/a><\/td>\n<td>FastAPI \u7aef\u70b9\u3001OpenAI Function Calling \u683c\u5f0f<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u9a8c\u8bc1<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/tools.py\">tools.py<\/a><\/td>\n<td>validate_path \/ validate_command \/ validate_url \/ _check_python_dangerous<\/td>\n<\/tr>\n<tr>\n<td>\u6267\u884c\u7edf\u8ba1<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/stats.py\">stats.py<\/a><\/td>\n<td>ToolStatsTracker\u3001\u6301\u4e45\u5316\u7edf\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>\u7f13\u5b58<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/cache.py\">cache.py<\/a><\/td>\n<td>LRU \u7f13\u5b58\u3001TTL \u8fc7\u671f\u3001\u547d\u4e2d\u7387\u7edf\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>\u91d1\u878d\u5de5\u5177<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/investment.py\">investment.py<\/a><\/td>\n<td>stock_quote \u7b49\u6295\u8d44\u5de5\u5177\u6ce8\u518c<\/td>\n<\/tr>\n<tr>\n<td>Serena \u96c6\u6210<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/serena_client.py\">serena_client.py<\/a><\/td>\n<td>\u4ee3\u7801\u667a\u80fd\u6846\u67b6\u5bf9\u63a5<\/td>\n<\/tr>\n<tr>\n<td>\u8bb0\u5fc6\u5b58\u50a8<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/memory_store.py\">memory_store.py<\/a><\/td>\n<td>TF-IDF + Levenshtein \u6a21\u7cca\u641c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>\u63d2\u4ef6\u7cfb\u7edf<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/plugin.py\">plugin.py<\/a><\/td>\n<td>\u81ea\u52a8\u53d1\u73b0\u548c\u52a0\u8f7d\u81ea\u5b9a\u4e49\u63d2\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u914d\u7f6e\u7ba1\u7406<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/config.py\">config.py<\/a><\/td>\n<td>.env \u52a0\u8f7d\u3001LobsterConfig<\/td>\n<\/tr>\n<tr>\n<td>LLM \u5ba2\u6237\u7aef<\/td>\n<td><a href=\"https:\/\/github.com\/erishen\/lobster\/blob\/main\/src\/lobster\/core\/llm_client.py\">llm_client.py<\/a><\/td>\n<td>EnhancedLLMClient\u3001\u5bf9\u8bdd\u7ba1\u7406\u3001\u7f13\u5b58\u3001\u91cd\u8bd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9879\u76ee\u4ed3\u5e93\uff1a<a href=\"https:\/\/github.com\/erishen\/lobster\">https:\/\/github.com\/erishen\/lobster<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u52a9\u624b\u53ea\u4f1a\u8bf4\u8bdd\uff0c\u4e0d\u80fd\u505a\u4e8b\u3002\u8fd9\u4e2a\u95ee\u9898\u5927\u5bb6\u90fd\u77e5\u9053\uff0cOpenAI \u7528 Function Calling \u534f\u8bae\u7ed9\u4e86 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[29],"tags":[30,31,33,32],"class_list":["post-230","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-function-calling","tag-lobster","tag-32"],"_links":{"self":[{"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/posts\/230","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/erishen.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=230"}],"version-history":[{"count":1,"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/posts\/230\/revisions"}],"predecessor-version":[{"id":231,"href":"https:\/\/erishen.cn\/index.php?rest_route=\/wp\/v2\/posts\/230\/revisions\/231"}],"wp:attachment":[{"href":"https:\/\/erishen.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=230"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/erishen.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=230"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/erishen.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=230"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}