{"id":27283,"date":"2025-09-26T08:27:46","date_gmt":"2025-09-26T00:27:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27283"},"modified":"2025-09-26T08:27:46","modified_gmt":"2025-09-26T00:27:46","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3genai-works%e6%a1%86%e6%9e%b6%ef%bc%9a%e6%95%b4%e5%90%88mcp%e6%9c%8d%e5%8a%a1%e5%99%a8%e3%80%81a2a%e3%80%81genai%e4%b8%8e%e5%b7%a5%e4%bd%9c%e6%b5%81%e6%99%ba","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/26\/27283\/","title":{"rendered":"\u6df1\u5165\u7406\u89e3GenAI Works\u6846\u67b6\uff1a\u6574\u5408MCP\u670d\u52a1\u5668\u3001A2A\u3001GenAI\u4e0e\u5de5\u4f5c\u6d41\u667a\u80fd\u4f53"},"content":{"rendered":"<div class=\"article-desc\">GenAI Works\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u8986\u76d6\u667a\u80fd\u4f53AI\u7684\u5b8c\u6574\u6280\u672f\u94fe\u8def\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762\uff0c\u66f4\u901a\u8fc7\u591a\u534f\u8bae\u3001\u591a\u670d\u52a1\u7684\u8bbe\u8ba1\uff0c\u5b9e\u73b0\u667a\u80fd\u4f53\u6ce8\u518c\u3001\u6d88\u606f\u8def\u7531\u3001\u4efb\u52a1\u6267\u884c\u4e0e\u6570\u636e\u5b58\u50a8\u7684\u95ed\u73af\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u5728AI\u6280\u672f\u5feb\u901f\u8fed\u4ee3\u7684\u5f53\u4e0b\uff0c\u667a\u80fd\u4f53\uff08Agent\uff09\u7cfb\u7edf\u5df2\u4ece\u5355\u4e00\u529f\u80fd\u6a21\u5757\u5411\u590d\u6742\u534f\u540c\u67b6\u6784\u6f14\u8fdb\u3002\u6b64\u524d\u6211\u4eec\u4ecb\u7ecd\u7684\u667a\u80fd\u4f53AI\u6f14\u793a\u7cfb\u7edf\u4ec5\u5305\u542b\u57fa\u7840\u4ea4\u4e92\u529f\u80fd\uff0c\u800c<strong>GenAI Works\u6846\u67b6\uff08\u5f00\u6e90\u4ed3\u5e93\u89c1GitHub\uff09\u51ed\u501f\u7aef\u5230\u7aef\u7684\u8bbe\u8ba1\u601d\u8def\uff0c\u5b9e\u73b0\u4e86\u667a\u80fd\u4f53\u5168\u6d41\u7a0b\u7ba1\u7406\u4e0e\u591a\u7ec4\u4ef6\u534f\u540c\uff0c\u6210\u4e3a\u4f01\u4e1a\u7ea7\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u91cd\u8981\u53c2\u8003\u3002\u672c\u6587\u5c06\u4ece\u6846\u67b6\u7ed3\u6784\u89e3\u6790\u3001\u90e8\u7f72\u5b9e\u64cd\u53ca\u591a\u7ec4\u4ef6\u6574\u5408\u4e09\u4e2a\u7ef4\u5ea6\uff0c\u5e26\u60a8\u5168\u9762\u638c\u63e1\u8fd9\u4e00\u5de5\u5177\u7684\u6838\u5fc3\u80fd\u529b<\/strong><\/p>\n<h2>\u4e00\u3001GenAI Works\u6846\u67b6\u6838\u5fc3\u7ed3\u6784\uff1a\u4ece\u524d\u7aef\u5230\u540e\u7aef\u7684\u534f\u540c\u903b\u8f91<\/h2>\n<p>GenAI Works\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u8986\u76d6\u667a\u80fd\u4f53AI\u7684\u5b8c\u6574\u6280\u672f\u94fe\u8def\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762\uff0c\u66f4\u901a\u8fc7\u591a\u534f\u8bae\u3001\u591a\u670d\u52a1\u7684\u8bbe\u8ba1\uff0c\u5b9e\u73b0\u667a\u80fd\u4f53\u6ce8\u518c\u3001\u6d88\u606f\u8def\u7531\u3001\u4efb\u52a1\u6267\u884c\u4e0e\u6570\u636e\u5b58\u50a8\u7684\u95ed\u73af\u3002\u5176\u6574\u4f53\u67b6\u6784\u53ef\u62c6\u89e3\u4e3a<strong>\u524d\u7aef\u4ea4\u4e92\u5c42<\/strong>\u3001<strong>\u540e\u7aef\u670d\u52a1\u5c42<\/strong>\u3001<strong>\u6d88\u606f\u8def\u7531\u5c42<\/strong>\u3001<strong>\u667a\u80fd\u4f53\u6267\u884c\u5c42<\/strong>\u4e0e<strong>\u6570\u636e\u5b58\u50a8\u5c42<\/strong>\u4e94\u5927\u6a21\u5757\uff0c\u5404\u6a21\u5757\u901a\u8fc7Docker\u5bb9\u5668\u72ec\u7acb\u8fd0\u884c\uff0c\u517c\u987e\u6269\u5c55\u6027\u4e0e\u7075\u6d3b\u6027\u3002<\/p>\n<h3>1. \u6838\u5fc3\u6280\u672f\u534f\u8bae\uff1a\u4e0d\u6b62MCP\u4e0eA2A\uff0c\u65b0\u589eGenAI\u667a\u80fd\u4f53\u534f\u8bae<\/h3>\n<p>\u6846\u67b6\u901a\u8fc7\u591a\u534f\u8bae\u7ba1\u7406\u667a\u80fd\u4f53\u901a\u4fe1\uff0c\u9664\u4e86\u5e38\u89c1\u7684MCP\uff08\u591a\u667a\u80fd\u4f53\u901a\u4fe1\u534f\u8bae\uff09\u4e0eA2A\uff08\u667a\u80fd\u4f53\u95f4\u901a\u4fe1\u534f\u8bae\uff09\uff0c\u8fd8\u5f15\u5165\u4e862025\u5e745\u6708\u53d1\u5e03\u7684<strong>GenAI Agent Protocol<\/strong>\uff0c\u5176\u4e2d<code>GenAISession<\/code>\u5bf9\u8c61\u662f\u5173\u952e\u534f\u8c03\u8005\u3002\u6839\u636ePyPI\u5b98\u65b9\u5b9a\u4e49\uff0c<code>GenAISession<\/code>\u662f\u201c\u6ce8\u518c\u667a\u80fd\u4f53\u5e76\u7ba1\u7406\u4e8b\u4ef6\u751f\u547d\u5468\u671f\u7684\u4e2d\u592e\u63a7\u5236\u5668\u201d\uff0c\u4f46\u5b98\u65b9\u6587\u6863\u8f83\u4e3a\u7b80\u7565\u3002\u7ed3\u5408\u5b9e\u9645\u4ee3\u7801\u5206\u6790\uff0c\u5176\u6838\u5fc3\u4f5c\u7528\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"u738a58b-jGiCmDW4\">\n<li data-id=\"ld70c578-h0kXJNeg\">\u901a\u8fc7WebSocket\u8fde\u63a5\u4e2d\u592e\u8def\u7531\u670d\u52a1\uff08Router\uff09\uff0c\u5b9e\u73b0\u6d88\u606f\u4e0e\u4e8b\u4ef6\u7684\u5206\u53d1\uff1b<\/li>\n<li data-id=\"ld70c578-3e6SEciO\">\u5904\u7406\u6587\u4ef6\u4e0a\u4f20\/\u4e0b\u8f7d\uff0c\u786e\u4fdd\u6570\u636e\u5728\u667a\u80fd\u4f53\u95f4\u9ad8\u6548\u6d41\u8f6c\uff1b<\/li>\n<li data-id=\"ld70c578-79OfeWOJ\">\u7ef4\u62a4\u6bcf\u6761\u6d88\u606f\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4fdd\u969c\u591a\u8f6e\u4ea4\u4e92\u7684\u8fde\u8d2f\u6027\u3002<\/li>\n<\/ul>\n<h3>2. \u524d\u540e\u7aef\u4ea4\u4e92\uff1aHTTP\u4e0eWebSocket\u7684\u5206\u5de5\u534f\u4f5c<\/h3>\n<ul data-id=\"u738a58b-h9DX2L06\">\n<li data-id=\"ld70c578-SjGf35ee\"><strong>\u524d\u7aef\u5c42<\/strong>\uff1a\u57fa\u4e8eReact\u5f00\u53d1\uff0c\u63d0\u4f9b\u4e09\u5927\u6838\u5fc3\u529f\u80fd\u2014\u2014\u667a\u80fd\u4f53\u804a\u5929\u4ea4\u4e92\u3001MCP\/A2A\u7aef\u70b9\u914d\u7f6e\u3001\u5de5\u4f5c\u6d41\u667a\u80fd\u4f53\u8bbe\u8ba1\uff0c\u7528\u6237\u53ef\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\u5b8c\u6210\u5168\u6d41\u7a0b\u64cd\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-bKT6figh\"><strong>\u540e\u7aef\u5c42<\/strong>\uff1a\u57fa\u4e8eFastAPI\u6784\u5efa\uff0c\u4f5c\u4e3a\u524d\u7aef\u4e0e\u8def\u7531\u670d\u52a1\u7684\u201c\u6865\u6881\u201d\uff0c\u901a\u8fc7\u4e24\u79cd\u65b9\u5f0f\u4e0e\u524d\u7aef\u901a\u4fe1\uff1a<\/li>\n<\/ul>\n<p><strong>HTTP\u7aef\u70b9<\/strong>\uff08\u5b9a\u4e49\u4e8e<code>backend\/routes\/xxx\/routes.py<\/code>\uff09\uff1a\u8d1f\u8d23\u6570\u636e\u5b58\u50a8\u4e0e\u7528\u6237\u7ba1\u7406\uff0c\u5982\u5c06\u804a\u5929\u8bb0\u5f55\u3001\u667a\u80fd\u4f53\u6ce8\u518c\u4fe1\u606f\u5b58\u5165PostgreSQL\uff0c\u7528Redis\u5b9e\u73b0\u7f13\u5b58\u52a0\u901f\uff0c\u540c\u65f6\u5904\u7406\u7528\u6237\u8ba4\u8bc1\u4e0e\u4e2a\u4eba\u8d44\u6599\u7ef4\u62a4\uff1b<\/p>\n<p><strong>WebSocket\u7aef\u70b9<\/strong>\uff08\u5b9a\u4e49\u4e8e<code>backend\/routes\/websocket.py<\/code>\uff0c\u8def\u5f84\u4e3a<code>\/frontend\/ws<\/code>\uff09\uff1a\u4e0d\u76f4\u63a5\u5411\u667a\u80fd\u4f53\u8f6c\u53d1\u6d88\u606f\uff0c\u800c\u662f\u901a\u8fc7<code>GenAISession<\/code>\uff08\u5b9a\u4e49\u4e8e<code>backend\/main.py<\/code>\uff09\u5c06\u6d88\u606f\u4f20\u9012\u7ed9Router\uff0c\u786e\u4fdd\u5b9e\u65f6\u901a\u4fe1\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<h3>3. \u6d88\u606f\u8def\u7531\u4e0e\u667a\u80fd\u4f53\u6267\u884c\uff1aRouter\u4e0eMaster-Agent\u7684\u534f\u540c<\/h3>\n<ul data-id=\"u738a58b-57b3CI42\">\n<li data-id=\"ld70c578-jC3dW9JO\"><strong>Router\u670d\u52a1<\/strong>\uff1a\u4f5c\u4e3a\u201c\u6d88\u606f\u603b\u7ebf\u201d\uff0c\u627f\u62c5\u6d88\u606f\u8def\u7531\u4e0e\u5206\u53d1\u7684\u6838\u5fc3\u804c\u8d23\uff0c\u6240\u6709\u667a\u80fd\u4f53\u7684\u901a\u4fe1\u5747\u9700\u7ecf\u8fc7Router\u4e2d\u8f6c\u3002<\/li>\n<li data-id=\"ld70c578-GeC5E9WN\"><strong>Master-Agent\uff08\u4e3b\u667a\u80fd\u4f53\uff09<\/strong>\uff1a\u901a\u8fc7<code>GenAISession<\/code>\u7684<code>@session.bind<\/code>\u88c5\u9970\u5668\uff08\u5b9a\u4e49\u4e8e<code>\/master_agent\/main.py<\/code>\uff09\u4e0eRouter\u7ed1\u5b9a\uff0c\u8be5\u88c5\u9970\u5668\u4fee\u9970<code>receive_message<\/code>\u51fd\u6570\u540e\uff0c\u4e3b\u667a\u80fd\u4f53\u53ef\u81ea\u52a8\u5904\u7406\u6765\u81eaRouter\u7684\u6d88\u606f\u3002\u5176\u6267\u884c\u903b\u8f91\u5982\u4e0b\uff1a<\/li>\n<\/ul>\n<p>MCP\u5de5\u5177\uff1a\u4f7f\u7528\u6d41\u5f0fHTTP\u4f1a\u8bdd\uff08streamable-http session\uff09\uff1b<\/p>\n<p>A2A\u667a\u80fd\u4f53\uff1a\u9075\u5faaA2A\u534f\u8bae\uff1b<\/p>\n<p>GenAI\/\u5de5\u4f5c\u6d41\u667a\u80fd\u4f53\uff1a\u901a\u8fc7<code>GenAISession<\/code>\u4f7f\u7528GenAI\u534f\u8bae\uff08\u8fde\u63a5\u5668\u5b9e\u73b0\u89c1<code>master-agent\/connectors\/manager.py<\/code>\uff09\u3002<\/p>\n<p>1\uff09\u63a5\u6536Router\u6d88\u606f\u540e\uff0c\u8c03\u7528<code>master_agent.graph.ainvoke<\/code>\u65b9\u6cd5\u89e6\u53d1\u540e\u7eed\u667a\u80fd\u4f53\uff1b<\/p>\n<p>2\uff09\u5185\u90e8\u91c7\u7528LangGraph\u5bf9\u8c61\u7ba1\u7406\u4efb\u52a1\u6d41\u7a0b\u2014\u2014LangGraph\u652f\u6301\u591a\u8f6e\u5de5\u5177\/\u667a\u80fd\u4f53\u8c03\u7528\u7684\u91cd\u8bd5\u673a\u5236\uff0c\u5c24\u5176\u9002\u5408\u590d\u6742\u5de5\u4f5c\u6d41\uff1b<\/p>\n<p>3\uff09\u901a\u8fc7<code>execute_agent<\/code>\u8282\u70b9\u8c03\u7528<code>connector.invoke<\/code>\u65b9\u6cd5\uff0c\u7531\u8fde\u63a5\u5668\uff08Connector\uff09\u6839\u636e\u667a\u80fd\u4f53\u7c7b\u578b\u9009\u62e9\u901a\u4fe1\u65b9\u5f0f\uff1a<\/p>\n<h3>4. \u6570\u636e\u5b58\u50a8\u5c42\uff1aPostgreSQL\u4e0eRedis\u7684\u5206\u5de5<\/h3>\n<ul data-id=\"u738a58b-UOaZ578M\">\n<li data-id=\"ld70c578-LdETpAS0\"><strong>PostgreSQL<\/strong>\uff1a\u5b58\u50a8\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5305\u62ec\u804a\u5929\u5386\u53f2\u3001\u667a\u80fd\u4f53\u6ce8\u518c\u4fe1\u606f\u3001\u7528\u6237\u914d\u7f6e\u7b49\uff0c\u786e\u4fdd\u6570\u636e\u6301\u4e45\u5316\u4e0e\u53ef\u8ffd\u6eaf\uff1b<\/li>\n<li data-id=\"ld70c578-YJ1lMcHk\"><strong>Redis<\/strong>\uff1a\u7528\u4e8e\u7f13\u5b58\u9ad8\u9891\u8bbf\u95ee\u6570\u636e\uff08\u5982\u667a\u80fd\u4f53\u72b6\u6001\u3001\u4e34\u65f6\u4f1a\u8bdd\u4fe1\u606f\uff09\uff0c\u63d0\u5347\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\uff1b<\/li>\n<li data-id=\"ld70c578-W6brrsv2\">\u6b64\u5916\uff0c\u6846\u67b6\u901a\u8fc7Celery\u76d1\u63a7\u5e94\u7528\u8fd0\u884c\u72b6\u6001\uff0c\u53ca\u65f6\u53d1\u73b0\u5e76\u5904\u7406\u670d\u52a1\u5f02\u5e38\u3002<\/li>\n<\/ul>\n<h2>\u4e8c\u3001GenAI Works\u6846\u67b6\u90e8\u7f72\u5b9e\u64cd\uff1a\u4ece\u73af\u5883\u914d\u7f6e\u5230\u670d\u52a1\u542f\u52a8<\/h2>\n<p>\u5c3d\u7ba1\u9879\u76eeREADME\u63d0\u4f9b\u4e86\u57fa\u7840\u90e8\u7f72\u6307\u5357\uff0c\u4f46\u4ecd\u9700\u9488\u5bf9\u6027\u8c03\u6574\u4ee5\u786e\u4fdd\u5168\u7cfb\u7edf\u6b63\u5e38\u8fd0\u884c\u3002\u4ee5\u4e0b\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5b8c\u6574\u90e8\u7f72\u6b65\u9aa4\uff1a<\/p>\n<h3>1. \u57fa\u7840\u73af\u5883\u51c6\u5907\u4e0e\u4ee3\u7801\u62c9\u53d6<\/h3>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-baMHKcPS\">\n<li data-id=\"ld70c578-k7gf7zmN\">\u514b\u9686GitHub\u4ed3\u5e93\u5e76\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">git clone https:<span class=\"token comment\">\/\/github.com\/genai-works-org\/genai-agentos.git<\/span>\r\ncd genai<span class=\"token operator\">-<\/span>agentos<span class=\"token operator\">\/<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-0m786UZH\">\n<li data-id=\"ld70c578-Vy9C84NY\">\u590d\u5236\u73af\u5883\u53d8\u91cf\u6a21\u677f\u5e76\u521b\u5efa<code>.env<\/code>\u6587\u4ef6\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">cp <span class=\"token punctuation\">.<\/span>env<span class=\"token operator\">-<\/span>example <span class=\"token punctuation\">.<\/span>env<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>2. \u5173\u952e\u73af\u5883\u53d8\u91cf\u8c03\u6574\uff08\u6838\u5fc3\u6b65\u9aa4\uff09<\/h3>\n<p><code>.env<\/code>\u6587\u4ef6\u9700\u4fee\u6539\u4e24\u5904\u914d\u7f6e\uff0c\u5426\u5219\u5bb9\u5668\u95f4\u901a\u4fe1\u4f1a\u5931\u8d25\uff1a<\/p>\n<ul data-id=\"u738a58b-iAg2jHYb\">\n<li data-id=\"ld70c578-Y1AXoF2v\"><strong>Router\u5730\u5740\u4fee\u6b63<\/strong>\uff1a\u5c06<code>ROUTER_WS_URL=ws:\/\/localhost:8080\/ws<\/code>\u6539\u4e3a<code>ROUTER_WS_URL=ws:\/\/genai-router:8080\/ws<\/code>\u3002\u539f\u56e0\u662fDocker\u5bb9\u5668\u5185\u65e0\u6cd5\u901a\u8fc7<code>localhost<\/code>\u8bbf\u95ee\u5176\u4ed6\u5bb9\u5668\uff0c\u9700\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u670d\u52a1\u540d<code>genai-router<\/code>\u5728Docker\u7f51\u7edc\u4e2d\u901a\u4fe1\uff1b<\/li>\n<li data-id=\"ld70c578-WAvZNYy1\"><strong>\u8c03\u8bd5\u6a21\u5f0f\u5f00\u542f<\/strong>\uff1a\u8bbe\u7f6e<code>DEBUG=True<\/code>\uff08\u9ed8\u8ba4\u6a21\u677f\u4e3a<code>DEBUG=True\/False<\/code>\uff0c\u9700\u660e\u786e\u542f\u7528\u8c03\u8bd5\u6a21\u5f0f\u4ee5\u907f\u514d\u542f\u52a8\u62a5\u9519\uff09\u3002<\/li>\n<\/ul>\n<h3>3. \u4f9d\u8d56\u5b89\u88c5\u4e0e\u5bb9\u5668\u542f\u52a8<\/h3>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-YOemOUTM\">\n<li data-id=\"ld70c578-wREovZah\">\u786e\u4fddDocker Desktop\u5df2\u542f\u52a8\uff0c\u4e14\u672c\u5730\u5b89\u88c5\u4e86<code>uv<\/code>\uff08Python\u4f9d\u8d56\u7ba1\u7406\u5de5\u5177\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-2AhDMJNV\">\u5728VSCode\u4e2d\u6253\u5f00\u9879\u76ee\uff0c\u6267\u884c\u4f9d\u8d56\u540c\u6b65\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">uv sync<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-VW2iXssQ\">\n<li data-id=\"ld70c578-HXokvL2d\">\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">source <span class=\"token punctuation\">.<\/span>venv<span class=\"token operator\">\/<\/span>bin<span class=\"token operator\">\/<\/span>activate<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-AGdSdAGt\">\n<li data-id=\"ld70c578-ciDq8f0g\">\u542f\u52a8\u6240\u6709Docker\u5bb9\u5668\uff08\u4e24\u79cd\u547d\u4ee4\u5747\u53ef\uff09\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">make up  <span class=\"token comment\"># \u6216 docker compose up<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-ihf1mikP\">\n<li data-id=\"ld70c578-ygLXQD3X\">\u7b49\u5f85\u5bb9\u5668\u542f\u52a8\u5b8c\u6210\uff0c\u82e5\u6240\u6709\u670d\u52a1\u65e0\u62a5\u9519\uff0c\u5219\u524d\u7aef\u53ef\u901a\u8fc7<code>http:\/\/localhost:3000<\/code>\u8bbf\u95ee\u3002<\/li>\n<\/ul>\n<h3>4. \u524d\u7aef\u521d\u59cb\u5316\u914d\u7f6e\uff1aAPI\u5bc6\u94a5\u4e0eLLM\u6a21\u578b\u6dfb\u52a0<\/h3>\n<p>\u6846\u67b6\u4f9d\u8d56OpenAI LLM\u6a21\u578b\uff08\u5f53\u524d\u4ec5\u652f\u6301OpenAI API\uff09\uff0c\u9700\u5b8c\u6210\u4ee5\u4e0b\u914d\u7f6e\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-1Cp4c05J\">\n<li data-id=\"ld70c578-63w2S8lg\">\u8bbf\u95ee<code>http:\/\/localhost:3000<\/code>\uff0c\u6ce8\u518c\u5e76\u767b\u5f55\u8d26\u53f7\uff08\u767b\u5f55\u540e\u81ea\u52a8\u8df3\u8f6c\u81f3\u9996\u9875\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-mRWeONaC\">\u70b9\u51fb\u9875\u9762\u9876\u90e8\u7528\u6237\u5934\u50cf\u4e0b\u62c9\u83dc\u5355\uff0c\u8fdb\u5165\u201cSettings\u201d\u9875\u9762\uff1b<\/li>\n<li data-id=\"ld70c578-juDI91np\">\u4eceOpenAI API\u5bc6\u94a5\u9875\u9762\u590d\u5236\u5bc6\u94a5\uff0c\u7c98\u8d34\u5230\u201cAPI Key\u201d\u8f93\u5165\u6846\uff1b<\/li>\n<li data-id=\"ld70c578-JofVMIGS\">\u70b9\u51fb\u201cAdd Models\u201d\u6309\u94ae\uff0c\u914d\u7f6eLLM\u6a21\u578b\u53c2\u6570\uff08\u53ef\u8c03\u6574\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u6e29\u5ea6\u7cfb\u6570\u7b49\uff09\uff0c\u70b9\u51fb\u201cSave\u201d\u5b8c\u6210\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<h2>\u4e09\u3001\u591a\u7ec4\u4ef6\u6574\u5408\uff1aMCP\u670d\u52a1\u5668\u3001A2A\u4e0eGenAI\u667a\u80fd\u4f53\u7684\u63a5\u5165\u4e0e\u6d4b\u8bd5<\/h2>\n<p>GenAI Works\u9ed8\u8ba4\u4e0d\u5305\u542bMCP\u670d\u52a1\u5668\u4e0eA2A\u667a\u80fd\u4f53\uff0c\u9700\u81ea\u884c\u521b\u5efa\u6216\u4f7f\u7528\u793a\u4f8b\u9879\u76ee\uff1bGenAI\u667a\u80fd\u4f53\u4e0e\u5de5\u4f5c\u6d41\u667a\u80fd\u4f53\u5219\u9700\u901a\u8fc7\u7279\u5b9a\u6b65\u9aa4\u63a5\u5165\u3002\u4ee5\u4e0b\u662f\u5404\u7ec4\u4ef6\u7684\u6574\u5408\u6d41\u7a0b\uff1a<\/p>\n<h3>1. \u793a\u4f8bMCP\u670d\u52a1\u5668\u4e0eA2A\u667a\u80fd\u4f53\u7684\u90e8\u7f72<\/h3>\n<h4>\uff081\uff09\u793a\u4f8b\u9879\u76ee\u51c6\u5907<\/h4>\n<p>\u53ef\u4f7f\u7528\u81ea\u5b9a\u4e49\u7684MCP\/A2A\u9879\u76ee\uff0c\u6216\u53c2\u8003\u4ee5\u4e0b\u8981\u6c42\u521b\u5efa\u793a\u4f8b\uff1a<\/p>\n<ul data-id=\"u738a58b-GrcYSpJV\">\n<li data-id=\"ld70c578-2eAlRtK9\">A2A\u667a\u80fd\u4f53\u8fd4\u56de\u6570\u636e\u9700\u4e3a<code>Task<\/code>\u5bf9\u8c61\uff0c\u4e14\u5305\u542b<code>artifact<\/code>\u5c5e\u6027\uff08\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff09\uff1a<\/li>\n<\/ul>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> uuid <span class=\"token keyword\">import<\/span> uuid4\r\n<span class=\"token keyword\">from<\/span> your_module <span class=\"token keyword\">import<\/span> Artifact<span class=\"token punctuation\">,<\/span> Part<span class=\"token punctuation\">,<\/span> TextPart<span class=\"token punctuation\">,<\/span> Task\r\n\r\ndef generate_response<span class=\"token punctuation\">(<\/span>final_result<span class=\"token punctuation\">)<\/span>:\r\n    artifact <span class=\"token operator\">=<\/span> Artifact<span class=\"token punctuation\">(<\/span>\r\n        artifact_id<span class=\"token operator\">=<\/span>str<span class=\"token punctuation\">(<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n        parts<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>Part<span class=\"token punctuation\">(<\/span>root<span class=\"token operator\">=<\/span>TextPart<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">text<\/span><span class=\"token operator\">=<\/span>final_result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n    task <span class=\"token operator\">=<\/span> Task<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    task<span class=\"token punctuation\">.<\/span>artifacts <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>artifact<span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token keyword\">return<\/span> task<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<ul data-id=\"u738a58b-EM5GQgiL\">\n<li data-id=\"ld70c578-bNKeYRde\">\u542f\u52a8\u793a\u4f8b\u9879\u76ee\u540e\uff0c\u786e\u4fddMCP\u670d\u52a1\u5668\u8fd0\u884c\u4e8e<code>http:\/\/localhost:10011<\/code>\uff0cA2A\u667a\u80fd\u4f53\u8fd0\u884c\u4e8e<code>http:\/\/localhost:10010<\/code>\u3002<\/li>\n<\/ul>\n<h4>\uff082\uff09MCP\u670d\u52a1\u5668\u63a5\u5165UI<\/h4>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-jg4DxhzU\">\n<li data-id=\"ld70c578-cYkbWqwS\">\u5728GenAI Works\u5de6\u4fa7\u5bfc\u822a\u680f\u70b9\u51fb\u201cMCP Servers\u201d\uff0c\u9009\u62e9\u201cAdd MCP Agent\u201d\uff1b<\/li>\n<li data-id=\"ld70c578-dPmw47N1\">\u8f93\u5165\u5730\u5740<code>http:\/\/host.docker.internal:10011<\/code>\uff08\u5173\u952e\uff1a\u5bb9\u5668\u5185\u8bbf\u95ee\u4e3b\u673a\u670d\u52a1\u9700\u7528<code>host.docker.internal<\/code>\u66ff\u4ee3<code>localhost<\/code>\uff09\uff0c\u70b9\u51fb\u201cSave\u201d\uff1b<\/li>\n<li data-id=\"ld70c578-mJKnAi0s\">\u63a5\u5165\u6210\u529f\u540e\uff0cMCP\u670d\u52a1\u5668\u4f1a\u663e\u793a\u5728\u5217\u8868\u4e2d\uff1b<\/li>\n<li data-id=\"ld70c578-mlVaDNSk\">\u5728\u201cChats\u201d\u7a97\u53e3\u8f93\u5165\u6d4b\u8bd5\u63d0\u793a\u8bcd\uff0c\u53ef\u770b\u5230\u8fd4\u56de\u7ed3\u679c\u7b26\u5408MCP\u670d\u52a1\u5668\u5b9a\u4e49\u7684\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<h4>\uff083\uff09A2A\u667a\u80fd\u4f53\u63a5\u5165UI<\/h4>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-i2OEC7M1\">\n<li data-id=\"ld70c578-UBtTzQfr\">\u5de6\u4fa7\u5bfc\u822a\u680f\u70b9\u51fb\u201cACA Agents\u201d\uff0c\u9009\u62e9\u201cAdd ACA Agent\u201d\uff1b<\/li>\n<li data-id=\"ld70c578-bUkM521t\">\u8f93\u5165\u5730\u5740<code>http:\/\/host.docker.internal:10010<\/code>\uff0c\u70b9\u51fb\u201cSave\u201d\uff1b<\/li>\n<li data-id=\"ld70c578-dZmZYFxx\">\u63a5\u5165\u6210\u529f\u540e\uff0c\u5728\u201cChats\u201d\u7a97\u53e3\u8f93\u5165\u63d0\u793a\u8bcd\uff08\u5982\u201c\u751f\u6210\u4e00\u7bc7\u6280\u672f\u535a\u5ba2\u201d\uff09\uff0c\u8fd4\u56de\u7ed3\u679c\u5c06\u663e\u793aA2A\u667a\u80fd\u4f53\u5df2\u88ab\u6210\u529f\u8c03\u7528\uff1b<\/li>\n<li data-id=\"ld70c578-PKapgsp7\">\u53ef\u901a\u8fc7A2A\u667a\u80fd\u4f53\u7684\u7ec8\u7aef\u65e5\u5fd7\u9a8c\u8bc1\u8c03\u7528\u8bb0\u5f55\u3002<\/li>\n<\/ul>\n<h3>2. GenAI\u667a\u80fd\u4f53\u7684\u63a5\u5165\uff08\u57fa\u4e8eGenAI\u534f\u8bae\uff09<\/h3>\n<p>\u7531\u4e8eGenAI\u534f\u8bae\u6587\u6863\u6709\u9650\uff0c\u6b64\u5904\u4ee5\u6846\u67b6\u81ea\u5e26\u7684\u793a\u4f8b\u667a\u80fd\u4f53\uff08<code>genai_agent_sample\/get_current_date_agent<\/code>\uff09\u4e3a\u4f8b\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-UxiBbBxD\">\n<li data-id=\"ld70c578-sLdwuEgW\">\u5728\u5de6\u4fa7\u5bfc\u822a\u680f\u70b9\u51fb\u201cGenAI Agents\u201d\uff0c\u9009\u62e9\u201cGenerate token\u201d\uff0c\u590d\u5236\u5f39\u51fa\u7684Token\uff1b<\/li>\n<li data-id=\"ld70c578-o2qxVuVK\">\u5728VSCode\u4e2d\u6253\u5f00\u793a\u4f8b\u667a\u80fd\u4f53\u6587\u4ef6\uff0c\u5c06Token\u7c98\u8d34\u5230<code>jwt_token<\/code>\u5b57\u6bb5\uff1b<\/li>\n<li data-id=\"ld70c578-znaRNYza\">\u8fd0\u884c\u8be5Python\u6587\u4ef6\uff0c\u7ec8\u7aef\u5c06\u663e\u793a\u667a\u80fd\u4f53\u4fe1\u606f\uff08\u5982\u201cAgent name: get_current_date, Agent description: Return current date\u201d\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-IqRDwl7S\">\u8fd4\u56deGenAI Works UI\uff0c\u70b9\u51fb\u201cRefresh\u201d\u6309\u94ae\uff0c\u7cfb\u7edf\u5c06\u81ea\u52a8\u8bc6\u522b\u8fd0\u884c\u4e2d\u7684GenAI\u667a\u80fd\u4f53\u5e76\u663e\u793a\u5728\u5217\u8868\u4e2d\u3002<\/li>\n<\/ul>\n<h3>3. \u5de5\u4f5c\u6d41\u667a\u80fd\u4f53\uff08Workflow Agent\uff09\u7684\u521b\u5efa\u4e0e\u6d4b\u8bd5<\/h3>\n<p>\u5de5\u4f5c\u6d41\u667a\u80fd\u4f53\u57fa\u4e8eLangGraph\uff0c\u6574\u5408\u73b0\u6709MCP\u670d\u52a1\u5668\u3001A2A\u667a\u80fd\u4f53\u5f62\u6210\u6d41\u7a0b\u94fe\uff0c\u652f\u6301\u72b6\u6001\u7ba1\u7406\u4e0e\u91cd\u8bd5\u673a\u5236\uff08\u5f53\u524d\u7248\u672cUI\u6682\u4e0d\u652f\u6301\u6761\u4ef6\u5206\u652f\uff0c\u4ec5\u652f\u6301\u7ebf\u6027\u94fe\uff09\uff1a<\/p>\n<ul class=\"list-paddingleft-1\" data-id=\"u4533b8e-ho6z1qzi\">\n<li data-id=\"ld70c578-ryjTcetI\">\u5728\u5de6\u4fa7\u5bfc\u822a\u680f\u70b9\u51fb\u201cWorkflow 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