{"id":120,"date":"2026-04-05T12:08:47","date_gmt":"2026-04-05T04:08:47","guid":{"rendered":"https:\/\/fisssssh.top\/index.php\/2026\/05\/27\/ai-agent-multi-collaboration\/"},"modified":"2026-06-25T15:22:51","modified_gmt":"2026-06-25T07:22:51","slug":"ai-agent-collaboration","status":"publish","type":"post","link":"https:\/\/fisssssh.top\/index.php\/2026\/04\/05\/ai-agent-collaboration\/","title":{"rendered":"\u6d45\u8c08AI Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c"},"content":{"rendered":"

2026\u5e74\uff0cAI Agent\u5df2\u7ecf\u4ece”\u5355\u5175\u4f5c\u6218”\u5168\u9762\u8fdb\u5165”\u591a\u667a\u80fd\u4f53\u534f\u4f5c”\u65f6\u4ee3\u4e86\u3002\u4ece\u5fae\u8f6f\u7684AutoGen\u5230CrewAI\u3001MetaGPT\u3001LangGraph\uff0c\u518d\u5230\u963f\u91cc\u7684AgentScope\uff0c\u591aAgent\u6846\u67b6\u8fd9\u4e00\u5e74\u771f\u7684\u662f\u4e95\u55b7\u5f0f\u53d1\u5c55\u3002\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u9762\u5bf9\u8fd9\u4e48\u591a\u6846\u67b6\u548c\u6982\u5ff5\uff0c\u611f\u89c9\u5f88\u591a\u5e08\u5085\u4eec\u4f1a\u6bd4\u8f83\u56f0\u60d1\u2014\u2014\u5355Agent\u4e0d\u591f\u7528\u5417\uff1f\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u591aAgent\uff1f\u9009\u54ea\u4e2a\u6846\u67b6\u6700\u5408\u9002\uff1f\u6211\u81ea\u5df1\u641eCodeStyle\u9879\u76ee\u7684\u65f6\u5019\u4e5f\u8e29\u4e86\u4e0d\u5c11\u5751\uff08\uff09\uff0c\u8fd9\u6b21\u5c31\u4ece\u67b6\u6784\u6a21\u5f0f\u3001\u6846\u67b6\u5bf9\u6bd4\u3001\u901a\u4fe1\u534f\u8bae\u5230\u4ee3\u7801\u5b9e\u6218\uff0c\u7cfb\u7edf\u6027\u6574\u7406\u4e00\u4e0bAI Agent\u534f\u4f5c\u7684\u77e5\u8bc6\u4f53\u7cfb\u3002\u4e5f\u7b97\u662f\u7ed9\u81ea\u5df1\u505a\u4e2a\u590d\u76d8\u5427\uff08\uff09<\/p>\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u591aAgent\u534f\u4f5c\uff1f<\/h2>\n

\u5355Agent\u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u65f6\u5019\u6709\u51e0\u4e2a\u5929\u7136\u74f6\u9888\uff0c\u81ea\u5df1\u505a\u4e86\u6bb5\u65f6\u95f4Agent\u5f00\u53d1\u611f\u89e6\u8fd8\u633a\u6df1\u7684\uff08\uff09\uff1a<\/p>\n

\n\n\n\n\n\n\n\n\n
\u74f6\u9888<\/th>\n\u8868\u73b0<\/th>\n\u591aAgent\u89e3\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
\u4e0a\u4e0b\u6587\u7a97\u53e3\u6ea2\u51fa<\/strong><\/td>\n\u5355\u4e00\u5bf9\u8bdd\u7a97\u53e3\u627f\u8f7d\u4e0d\u4e0b\u5168\u90e8\u4efb\u52a1\u4fe1\u606f\uff08\u9700\u6c42+\u4ee3\u7801+\u65e5\u5fd7+\u5386\u53f2\uff09\uff0c\u6a21\u578b\u76f4\u63a5”\u9057\u5fd8”\u5173\u952e\u7ec6\u8282<\/td>\n\u6bcf\u4e2aAgent\u7ef4\u62a4\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u6d88\u606f\u4f20\u9012\u5173\u952e\u4fe1\u606f<\/td>\n<\/tr>\n
\u6ce8\u610f\u529b\u5206\u6563<\/strong><\/td>\n\u4e00\u4e2aAgent\u540c\u65f6\u601d\u8003\u67b6\u6784\u8bbe\u8ba1\u3001\u7f16\u7801\u3001\u6d4b\u8bd5\u3001\u6587\u6863\uff0c\u6bcf\u9879\u90fd\u505a\u4e0d\u6df1<\/td>\n\u89d2\u8272\u5206\u5de5\uff1aPM Agent\u7ba1\u9700\u6c42\uff0cArchitect Agent\u7ba1\u8bbe\u8ba1\uff0cCoder Agent\u7ba1\u5b9e\u73b0<\/td>\n<\/tr>\n
\u80fd\u529b\u8fb9\u754c<\/strong><\/td>\n\u901a\u7528\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u4e0d\u5982\u4e13\u9879\u5de5\u5177\u3002\u6bd4\u5982\u4ee3\u7801\u751f\u6210\u5f88\u884c\uff0c\u4f46SQL\u8c03\u4f18\u4e0d\u5982DBA\u5de5\u5177<\/td>\n\u4e13\u4e1aAgent\u5404\u53f8\u5176\u804c\uff1aSearch Agent\u67e5\u8d44\u6599\uff0cCode Agent\u5199\u4ee3\u7801\uff0cReview Agent\u5ba1\u4ee3\u7801<\/td>\n<\/tr>\n
\u5355\u70b9\u5931\u8d25<\/strong><\/td>\n\u4e00\u4e2aAgent\u5728\u67d0\u6b65\u9aa4\u5361\u4f4f\uff0c\u6574\u4e2a\u6d41\u7a0b\u4e2d\u65ad<\/td>\n\u652f\u6301\u91cd\u8bd5\/\u5207\u6362Agent\uff0cSupervisor\u76d1\u63a7\u5e76\u52a8\u6001\u8c03\u6574\u4efb\u52a1\u5206\u914d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n

\u4ece\u5de5\u7a0b\u89d2\u5ea6\u770b\uff0c\u591aAgent\u7684\u672c\u8d28\u5176\u5b9e\u5c31\u662f\u5206\u6cbb\u7b56\u7565\u5728AI\u9886\u57df\u7684\u5e94\u7528<\/strong>\u2014\u2014\u628a\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u62c6\u6210\u591a\u4e2a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\uff0c\u5206\u914d\u7ed9\u6700\u64c5\u957f\u8be5\u5b50\u4efb\u52a1\u7684Agent\u53bb\u6267\u884c\uff0c\u7136\u540e\u7528\u7f16\u6392\u903b\u8f91\u628a\u7ed3\u679c\u6574\u5408\u8d77\u6765\u3002\u8bf4\u767d\u4e86\u5c31\u662f\u8ba9\u4e13\u4e1a\u7684\u4eba\u5e72\u4e13\u4e1a\u7684\u4e8b\uff0c\u53ea\u4e0d\u8fc7\u8fd9\u91cc\u7684”\u4eba”\u662fAgent\uff08\uff09\u3002<\/p>\n

\u4e8c\u3001\u4e94\u5927\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f<\/h2>\n

\u591aAgent\u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4ece\u7b80\u5355\u4e32\u884c\u4e00\u8def\u6f14\u8fdb\u5230\u590d\u6742\u56fe\u7ed3\u6784\uff0c2026\u5e74\u7684\u6700\u4f73\u5b9e\u8df5\u611f\u89c9\u53ef\u4ee5\u5f52\u7eb3\u4e3a\u4e94\u79cd\u6a21\u5f0f\uff1a<\/p>\n

2.1 Subagents\uff08\u5b50\u4ee3\u7406\u6a21\u5f0f\uff09<\/h3>\n

\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u4e2d\u592e\u7f16\u6392Agent\u76f4\u63a5\u628a\u53ef\u9884\u5148\u5206\u89e3\u7684\u4efb\u52a1\u5206\u53d1\u7ed9\u591a\u4e2a\u5b50Agent\uff0c\u5927\u5bb6\u5e76\u884c\u6267\u884c\u3002<\/p>\n

                     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n                     \u2502 Orchestrator \u2502  \u2190 \u4e3b\u63a7Agent\uff0c\u8d1f\u8d23\u5206\u6790\u3001\u62c6\u5206\u3001\u6c47\u603b\n                     \u2514\u2500\u2500\u252c\u2500\u2500\u252c\u2500\u2500\u252c\u2500\u2500\u2500\u2518\n              \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2502  \u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n              \u25bc            \u25bc  \u25bc            \u25bc\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2502Agent A  \u2502 \u2502Agent B  \u2502 \u2502Agent C  \u2502  \u2190 \u72ec\u7acb\u6267\u884c\uff0c\u4e92\u4e0d\u611f\u77e5\n        \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n
\u9002\u7528\u573a\u666f<\/strong>\uff1a\u4efb\u52a1\u8fb9\u754c\u6e05\u6670\u3001\u53ef\u4ee5\u72ec\u7acb\u6267\u884c\u7684\u573a\u666f\u3002\u6bd4\u5982\u4ee3\u7801\u5ba1\u67e5\u2014\u2014\u4e00\u4e2aAgent\u68c0\u67e5\u5b89\u5168\u6f0f\u6d1e\uff0c\u4e00\u4e2a\u68c0\u67e5\u6027\u80fd\u95ee\u9898\uff0c\u4e00\u4e2a\u68c0\u67e5\u4ee3\u7801\u98ce\u683c\uff0c\u4e09\u8005\u5b8c\u5168\u53ef\u4ee5\u5e76\u884c\u8dd1\u3002\u8fd9\u4e2a\u6a21\u5f0f\u8bf4\u767d\u4e86\u6700\u7b80\u5355\u4e5f\u6700\u5b9e\u7528\uff0c\u4e0a\u624b\u57fa\u672c\u6ca1\u95e8\u69db\uff08\uff09\u3002<\/p>\n
2.2 Handoffs\uff08\u4ea4\u63a5\u6a21\u5f0f\uff09<\/h3>\n
\u6838\u5fc3\u601d\u60f3<\/strong>\uff1aAgent\u4e4b\u95f4\u6309\u9700”\u4ea4\u63a5”\u4efb\u52a1\uff0c\u6bcf\u4e2aAgent\u5904\u7406\u81ea\u5df1\u64c5\u957f\u7684\u90e8\u5206\uff0c\u7136\u540e\u628a\u7ed3\u679c\u548c\u4e0a\u4e0b\u6587\u76f4\u63a5\u4f20\u7ed9\u4e0b\u4e00\u4e2aAgent\u3002<\/p>\n
\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    handoff     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    handoff     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u63a5\u5f85Agent \u2502 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500> \u2502 \u4e1a\u52a1Agent \u2502 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500> \u2502 \u7ed3\u7b97Agent \u2502\n\u2502(\u8bc6\u522b\u610f\u56fe)  \u2502               \u2502(\u5904\u7406\u4e1a\u52a1)  \u2502               \u2502(\u5b8c\u6210\u4ea4\u6613)  \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518               \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518               \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n
\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u5408\u5206\u9636\u6bb5\u800c\u4e14\u8fb9\u754c\u660e\u786e\u7684\u6d41\u7a0b\u3002\u6bd4\u5982\u5ba2\u670d\u7cfb\u7edf\uff1a\u63a5\u5f85Agent\u5148\u8bc6\u522b\u95ee\u9898\u7c7b\u578b\u2192\u7136\u540e\u4ea4\u7ed9\u5bf9\u5e94\u7684\u4e1a\u52a1Agent\uff08\u9000\u6362\u8d27\/\u54a8\u8be2\/\u6295\u8bc9\uff09\u2192\u6700\u540e\u7ed3\u7b97Agent\u5b8c\u6210\u5de5\u5355\u3002\u8fd9\u4e2a\u6a21\u5f0f\u7684\u4f18\u52bf\u662f\u6bcf\u9636\u6bb5\u4e13\u4e1a\u5ea6\u9ad8\uff0c\u4e0a\u4e0b\u6587\u4e5f\u6e05\u6670\u5e72\u51c0\uff08\uff09\u3002<\/p>\n
2.3 Router\uff08\u8def\u7531\u6a21\u5f0f\uff09<\/h3>\n
2.4 \u56fe\u7ed3\u6784\u7f16\u6392\uff08LangGraph\u6a21\u5f0f\uff09<\/h3>\n
2.5 \u7fa4\u804a\u534f\u4f5c\uff08GroupChat\uff09<\/h3>\n
Router\u6a21\u5f0f\u5c31\u662f\u4e00\u4e2aRouter\u628a\u8bf7\u6c42\u5206\u53d1\u7ed9\u6700\u5339\u914d\u7684Agent\uff0c\u9002\u5408\u591a\u7c7b\u578b\u4efb\u52a1\u6df7\u5408\u8f93\u5165\u2014\u2014\u6bd4\u5982IDE\u91cc\u7684AI\u52a9\u624b\u3002\u56fe\u7ed3\u6784\u7f16\u6392\uff08LangGraph\uff09\u628a\u6bcf\u4e2aAgent\u5efa\u6a21\u4e3a\u56fe\u91cc\u7684Node\uff0c\u901a\u8fc7\u8fb9\u5b9a\u4e49\u6d41\u8f6c\u89c4\u5219\uff0c\u652f\u6301Checkpoint\u65ad\u70b9\u7eed\u8dd1\u548cHuman-in-the-Loop\uff0c\u7b97\u662f\u4e94\u79cd\u6a21\u5f0f\u91cc\u6700\u7075\u6d3b\u7684\u3002\u7fa4\u804a\u534f\u4f5c\uff08AutoGen\u7684GroupChat\uff09\u5219\u662f\u8ba9\u6240\u6709Agent\u5728\u4e00\u4e2a”\u7fa4\u804a”\u91cc\u5e73\u7b49\u53c2\u4e0e\uff0c\u9002\u5408\u9700\u8981\u591a\u65b9\u8ba8\u8bba\u8fbe\u6210\u5171\u8bc6\u7684\u573a\u666f\u3002\u4e94\u79cd\u6a21\u5f0f\u5404\u6709\u5404\u7684\u9002\u7528\u573a\u666f\uff0c\u5173\u952e\u662f\u9009\u5bf9\u6a21\u5f0f\u800c\u4e0d\u662f\u786c\u5957\uff08\uff09\u3002ps\uff1a\u521d\u5b66\u8005\u5efa\u8bae\u5148\u4eceSubagents\u548cHandoffs\u5165\u624b\uff0c\u76f4\u63a5\u4e0a\u624bLangGraph\u4f1a\u6709\u70b9\u529d\u9000\uff08\uff09<\/p>\n
\u4e09\u3001\u4e94\u5927\u4e3b\u6d41\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4<\/h2>\n
\u4eceGitHub Star\u6570\u548c\u751f\u6001\u6210\u719f\u5ea6\u6765\u770b\uff0c2026\u5e74\u591aAgent\u6846\u67b6\u57fa\u672c\u5f62\u6210\u4e86\u4e94\u5927\u9635\u8425\uff1a<\/p>\n
\n\n\n\n\n\n\n\n\n\n\n\n\n
\u7ef4\u5ea6<\/th>\nCrewAI<\/th>\nAutoGen(AG2)<\/th>\nMetaGPT<\/th>\nLangGraph<\/th>\nAgentScope(\u963f\u91cc)<\/th>\n<\/tr>\n<\/thead>\n
GitHub Stars<\/td>\n~50K<\/td>\n~57K<\/td>\n~67K<\/td>\n~15K+<\/td>\n~24K<\/td>\n<\/tr>\n
\u53d1\u8d77\u65b9<\/td>\nCrewAI Inc.<\/td>\nMicrosoft<\/td>\n\u5f00\u6e90\u793e\u533a<\/td>\nLangChain<\/td>\n\u963f\u91cc\u901a\u4e49<\/td>\n<\/tr>\n
\u6838\u5fc3\u8303\u5f0f<\/td>\n\u89d2\u8272\u626e\u6f14<\/td>\n\u5bf9\u8bdd\u9a71\u52a8<\/td>\nSOP\u9a71\u52a8<\/td>\n\u72b6\u6001\u56fe<\/td>\n\u4e94\u5c42\u6a21\u5757\u5316<\/td>\n<\/tr>\n
\u4e0a\u624b\u96be\u5ea6<\/td>\n\u4f4e<\/td>\n\u4e2d\u7b49<\/td>\n\u4e2d\u7b49<\/td>\n\u8f83\u9ad8<\/td>\n\u4e2d\u7b49<\/td>\n<\/tr>\n
\u72b6\u6001\u7ba1\u7406<\/td>\n\u57fa\u7840<\/td>\n\u5bf9\u8bdd\u8f6e\u6b21<\/td>\n\u6d88\u606f\u5386\u53f2<\/td>\nCheckpoint+\u6301\u4e45\u5316<\/td>\n\u5185\u7f6eMemory<\/td>\n<\/tr>\n
\u4eba\u5de5\u4ecb\u5165<\/td>\n\u6709\u9650<\/td>\n\u652f\u6301(UserProxy)<\/td>\n\u6709\u9650<\/td>\n\u5f3a(HITL+\u4e2d\u65ad)<\/td>\n\u652f\u6301<\/td>\n<\/tr>\n
\u5e76\u884c\u6267\u884c<\/td>\n\u652f\u6301<\/td>\n\u652f\u6301<\/td>\n\u89d2\u8272\u7ea7\u5e76\u884c<\/td>\n\u539f\u751f(Send API)<\/td>\n\u652f\u6301<\/td>\n<\/tr>\n
\u4e2d\u6587\u652f\u6301<\/td>\n\u901a\u8fc7Prompt<\/td>\n\u901a\u8fc7Prompt<\/td>\n\u539f\u751f\u4e2d\u6587SOP<\/td>\n\u901a\u8fc7Prompt<\/td>\n\u539f\u751f\u4e2d\u6587+ModelScope<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n
CrewAI<\/strong>\u6700\u5927\u4f18\u52bf\u5c31\u662f\u6982\u5ff5\u7b80\u6d01\u2014\u2014Role\/Goal\/Backstory\u8fd9\u5957\u8bbe\u8ba1\u8ba9\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u770b\u61c2Agent\u5728\u5e72\u561b\uff0c\u4f46\u6d41\u7a0b\u63a7\u5236\u80fd\u529b\u786e\u5b9e\u6709\u9650\u3002\u539f\u578b\u9a8c\u8bc1\u9996\u9009\uff0c\u6211\u81ea\u5df1\u7684demo\u4e5f\u662f\u7528\u8fd9\u4e2a\u5148\u8dd1\u901a\u7684\uff08\uff09\u3002AutoGen<\/strong>\u7684GroupChat\u673a\u5236\u8ba9\u591a\u4e2aAgent\u5728\u7fa4\u804a\u91cc\u81ea\u7531\u534f\u4f5c\uff0c\u8bbe\u8ba1\u54f2\u5b66\u662f”\u8ba9Agent\u50cf\u4eba\u4e00\u6837\u5bf9\u8bdd”\uff0c\u4f46\u5728\u9700\u8981\u7cbe\u786e\u72b6\u6001\u63a7\u5236\u7684\u573a\u666f\u7279\u522b\u5bb9\u6613\u53d1\u6563\u3002\u7136\u540eMetaGPT<\/strong>\u6a21\u62df\u8f6f\u4ef6\u516c\u53f8\u7684\u8fd0\u4f5c\u6d41\u7a0b\uff0cPM Agent\u5148\u5199PRD\u2192Architect\u8bbe\u8ba1\u2192Engineer\u7f16\u7801\u2192QA\u6d4b\u8bd5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u8f93\u51fa\u7ed3\u6784\u5316\u6587\u6863\u800c\u4e0d\u662f\u81ea\u7531\u5bf9\u8bdd\uff0c\u6700\u9002\u5408”\u4ece\u9700\u6c42\u5230\u4ee3\u7801”\u7684\u5b8c\u6574\u6d41\u7a0b\u3002LangGraph<\/strong>\u7684Checkpoint\u548cHuman-in-the-Loop\u662f\u751f\u4ea7\u7ea7\u6740\u624b\u529f\u80fd\uff0c\u4f46\u7f16\u7801\u590d\u6742\u5ea6\u771f\u7684\u9ad8\u2014\u2014\u4e00\u4e2a\u4e2d\u7b49\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u53ef\u80fd\u8981200-500\u884c\u4ee3\u7801\u6765\u5b9a\u4e49\u56fe\u548c\u72b6\u6001\uff0c\u611f\u89c9\u5bf9\u65b0\u624b\u4e0d\u592a\u53cb\u597d\uff08\uff09\u3002AgentScope<\/strong>\u7b97\u662f\u56fd\u4ea7\u5316\u9996\u9009\uff0c\u62d6\u62fd\u5f0fWorkstation Studio\u96f6\u4ee3\u7801\u6784\u5efa\u591a\u667a\u80fd\u4f53\u5e94\u7528\uff0cModelScope\u751f\u6001\u6df1\u5ea6\u96c6\u6210\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u63a5\u5165\u56fd\u4ea7\u6a21\u578b\u7684\u4f01\u4e1a\u573a\u666f\u3002<\/p>\n
\u9009\u578b\u5efa\u8bae\uff1a\u539f\u578b\u9636\u6bb5\u76f4\u63a5CrewAI\u5feb\u901f\u9a8c\u8bc1<\/strong>\uff08\u5b66\u4e60\u6210\u672c\u6700\u4f4e\uff09\uff0c\u751f\u4ea7\u73af\u5883\u6839\u636e\u590d\u6742\u5ea6\u9009LangGraph\u6216AgentScope<\/strong>\uff08\u53ef\u63a7\u6027\u6700\u5f3a\uff09\uff0c\u8f6f\u4ef6\u7814\u53d1\u5168\u6d41\u7a0b\u9009MetaGPT<\/strong>\uff08SOP\u6700\u5b8c\u5584\uff09\u3002\u4f46\u6700\u91cd\u8981\u7684\u4e0d\u662f\u9009\u54ea\u4e2a\u6846\u67b6\uff0c\u800c\u662f\u5148\u60f3\u6e05\u695a\u2014\u2014\u4f60\u7684\u591aAgent\u7cfb\u7edf\u5230\u5e95\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\uff0c\u5355Agent\u4e3a\u4ec0\u4e48\u4e0d\u884c\u3002\u8bf4\u767d\u4e86\u5c31\u662f\u522b\u4e3a\u4e86\u7528\u800c\u7528\uff0c\u6ca1\u5fc5\u8981\u70ab\u6280\uff08\uff09\u3002<\/p>\n
\u56db\u3001\u591a\u667a\u80fd\u4f53\u901a\u4fe1\u534f\u8bae\u6808<\/h2>\n
2026\u5e74\uff0cAgent\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u4e5f\u5728\u8d70\u5411\u6807\u51c6\u5316\uff0c\u5f62\u6210\u4e86\u6e05\u6670\u7684\u4e09\u5c42\u534f\u8bae\u67b6\u6784\u3002\u8fd9\u5757\u8bf4\u5b9e\u8bdd\u6211\u4e4b\u524d\u4e5f\u6ca1\u592a\u5173\u6ce8\uff0c\u540e\u6765\u505aCodeStyle\u96c6\u6210MCP\u624d\u6162\u6162\u641e\u660e\u767d\uff08\uff09\uff1a<\/p>\n
\n\n\n\n\n\n\n\n
\u5c42\u7ea7<\/th>\n\u534f\u8bae<\/th>\n\u53d1\u8d77\u65b9<\/th>\n\u5b9a\u4f4d<\/th>\n<\/tr>\n<\/thead>\n
\u7528\u6237\u4ea4\u4e92\u5c42<\/strong><\/td>\nAG-UI\/A2UI<\/td>\nCopilotKit\/Google<\/td>\nAgent\u4e0e\u4eba\u4ea4\u4e92\u7684UI\u534f\u8bae<\/td>\n<\/tr>\n
\u534f\u4f5c\u901a\u4fe1\u5c42<\/strong><\/td>\nA2A\/ACP<\/td>\nGoogle\/IBM<\/td>\nAgent\u95f4\u6a2a\u5411\u534f\u4f5c\u901a\u4fe1<\/td>\n<\/tr>\n
\u5de5\u5177\u96c6\u6210\u5c42<\/strong><\/td>\nMCP<\/td>\nAnthropic<\/td>\nAgent\u8c03\u7528\u5916\u90e8\u5de5\u5177\/\u6570\u636e\u6e90<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n
MCP\uff08Model Context Protocol\uff09<\/strong>\u662fAnthropic\u63d0\u51fa\u7684Agent-\u5de5\u5177\u4ea4\u4e92\u6807\u51c6\uff0c\u5b9a\u4f4d\u5176\u5b9e\u5c31\u7c7b\u4f3cUSB\u534f\u8bae\u2014\u2014\u8ba9\u4efb\u4f55Agent\u90fd\u80fd\u5373\u63d2\u5373\u7528\u5730\u8c03\u7528\u4efb\u4f55MCP\u517c\u5bb9\u7684\u5de5\u5177\u3002\u5728\u6211\u505a\u7684CodeStyle\u9879\u76ee\u91cc\uff0cMCP Server\u76f4\u63a5\u628a\u4ee3\u7801\u6a21\u677f\u68c0\u7d22\u80fd\u529b\u66b4\u9732\u4e3aMCP Tool\uff0cCursor\u8fd9\u4e9bIDE\u901a\u8fc7MCP Client\u81ea\u52a8\u53d1\u73b0\u548c\u8c03\u7528\u3002\u7b80\u5355\u6765\u8bf4\uff1aAgent\u9700\u8981\u8c03\u5de5\u5177\/\u8bfb\u6570\u636e<\/strong>\u2192\u5b9e\u73b0MCP Server\uff1bAgent\u9700\u8981\u548c\u5176\u4ed6Agent\u5bf9\u8bdd<\/strong>\u2192\u5b9e\u73b0A2A\u63a5\u53e3\u3002\u4e24\u8005\u4e92\u4e0d\u66ff\u4ee3\uff0c\u662f\u4e92\u8865\u5173\u7cfb\u3002MCP\u548cA2A\u73b0\u5728\u5df2\u7ecf\u5171\u540c\u6350\u8d60\u7ed9Linux\u57fa\u91d1\u4f1a\u4e0b\u7684Agentic AI Foundation(AAIF)\uff0c\u6807\u5fd7\u7740Agent\u534f\u8bae\u4ece\u788e\u7247\u5316\u8d70\u5411\u771f\u6b63\u7edf\u4e00\u3002\u611f\u89c9\u8fd9\u5757\u53d1\u5c55\u8fd8\u633a\u5feb\u7684\uff0c\u53bb\u5e74\u8fd8\u5728\u5404\u81ea\u4e3a\u6218\uff0c\u4eca\u5e74\u5c31\u6574\u5408\u4e86\uff08\uff09\u3002<\/p>\n
\u4e94\u3001\u5de5\u7a0b\u5b9e\u8df5\uff1a\u4eceDemo\u5230\u751f\u4ea7\u843d\u5730<\/h2>\n
\u591aAgent\u7cfb\u7edf\u4eceDemo\u5230\u751f\u4ea7\u73af\u5883\uff0c\u4f1a\u9762\u4e34\u51e0\u4e2a\u6838\u5fc3\u5de5\u7a0b\u6311\u6218\uff0c\u6211\u81ea\u5df1\u8e29\u8fc7\u7684\u5751\u603b\u7ed3\u4e00\u4e0b\uff08\uff09\uff1a<\/p>\n
“\u534f\u8c03\u7a0e”\u95ee\u9898<\/strong>\uff1a\u591aAgent\u7cfb\u7edf\u5b58\u5728“\u534f\u8c03\u7a0e”\u2014\u2014Agent\u4e4b\u95f4\u7684\u6d88\u606f\u4f20\u9012\u3001\u4e0a\u4e0b\u6587\u5207\u6362\u3001\u7ed3\u679c\u7b49\u5f85\u90fd\u4f1a\u6d88\u8017token\u3002\u4e1a\u754c\u5b9e\u8df5\u8868\u660e\uff0c\u6bd4\u5355Agent\u65b9\u6848\u7684token\u6d88\u8017\u901a\u5e38\u9ad830-80%\u3002\u8bf4\u767d\u4e86\u8fd9\u5c31\u662f\u591aAgent\u7684\u4ee3\u4ef7\uff0c\u4e0d\u662f\u514d\u8d39\u7684\u5348\u9910\u3002\u4f18\u5316\u7b56\u7565\uff1a\u4e0d\u8981\u8fc7\u5ea6\u62c6\u5206\u3001Agent\u95f4\u6d88\u606f\u53ea\u4f20\u5173\u952e\u4fe1\u606f\u3001\u53ef\u5e76\u884c\u7684\u5b50\u4efb\u52a1\u771f\u6b63\u5e76\u884c\u6267\u884c\u3001\u5171\u4eab\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u76f4\u63a5\u505a\u7f13\u5b58\u3002ps\uff1a\u8fd9\u51e0\u70b9\u770b\u8d77\u6765\u7b80\u5355\u4f46\u5b9e\u9645\u505a\u7684\u65f6\u5019\u5f88\u5bb9\u6613\u5fd8\u8bb0\uff0c\u4e00\u6fc0\u52a8\u5c31\u641e\u4e86\u4e03\u516b\u4e2aAgent\u7136\u540e\u53d1\u73b0token\u70e7\u5f97\u98de\u8d77\uff08\uff09\u3002<\/p>\n
\u53ef\u89c2\u6d4b\u6027<\/strong>\uff1a\u5355Agent\u7684\u8c03\u8bd5\u5df2\u7ecf\u4e0d\u5bb9\u6613\u4e86\uff0c\u591aAgent\u7684\u8c03\u8bd5\u66f4\u662f\u707e\u96be\u2014\u2014\u6d88\u606f\u5728\u591a\u4e2aAgent\u95f4\u6d41\u8f6c\uff0c\u51fa\u4e86\u9519\u5f88\u96be\u8ffd\u8e2a\u662f\u54ea\u4e00\u6b65\u7684\u95ee\u9898\u3002\u751f\u4ea7\u7ea7\u591aAgent\u7cfb\u7edf\u9700\u8981\u5168\u94fe\u8def\u8ffd\u8e2a\uff08\u6bcf\u6761\u6d88\u606f\u5e26trace_id\uff09\u3001\u6d88\u606f\u56de\u653e\u3001\u72b6\u6001\u53ef\u89c6\u5316\u548c\u8017\u65f6\u5206\u6790\u3002\u8fd9\u4e2a\u8bf4\u5b9e\u8bdd\u6211\u73b0\u5728\u4e5f\u505a\u5f97\u4e0d\u591f\u597d\uff0c\u8fd8\u5728\u6478\u7d22\u9636\u6bb5\uff08\uff09\u3002<\/p>\n
\u5b89\u5168\u4e0e\u6c99\u7bb1<\/strong>\uff1aAutoGen\u9ed8\u8ba4\u5728Docker\u91cc\u6267\u884cAgent\u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u7b97\u662f\u4e00\u4e2a\u597d\u7684\u5b9e\u8df5\u3002\u66f4\u4e25\u683c\u7684\u5b89\u5168\u63aa\u65bd\u8fd8\u5305\u62ecAgent\u5206\u6743\uff08\u4e0d\u540cAgent\u6709\u4e0d\u540c\u7684\u5de5\u5177\u8c03\u7528\u6743\u9650\uff09\u3001\u4ee3\u7801\u5ba1\u67e5\uff08\u751f\u6210\u7684\u4ee3\u7801\u5fc5\u987b\u7ecf\u8fc7Review Agent\u6216\u4eba\u5de5\u5ba1\u6838\u624d\u80fd\u6267\u884c\uff09\u3001\u8d44\u6e90\u9650\u5236\uff08\u9650\u5236Agent\u7684API\u8c03\u7528\u9891\u7387\u548c\u6587\u4ef6\u8bbf\u95ee\u8303\u56f4\uff09\u3002<\/p>\n
\u516d\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u6784\u5efa\u4ee3\u7801\u5ba1\u67e5\u591aAgent\u7cfb\u7edf<\/h2>\n
\u62ff\u6211\u53c2\u4e0e\u8fc7\u7684\u573a\u666f\u6765\u8bf4\uff1a\u56e2\u961f\u9700\u8981\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf\uff0c\u5bf9\u6bcf\u6b21PR\u76f4\u63a5\u8fdb\u884c\u5b89\u5168\u68c0\u67e5\u3001\u6027\u80fd\u5206\u6790\u548c\u98ce\u683c\u5ba1\u67e5\u3002\u7136\u540e\u57fa\u4e8eCrewAI\u5b9e\u73b0\u4e86\u4e0b\u9762\u8fd9\u5957\uff1a<\/p>\n
from crewai import Agent, Task, Crew, Process\n\n# \u5b9a\u4e49\u4e09\u4e2a\u4e13\u4e1a\u5ba1\u67e5Agent\nsecurity_agent = Agent(\n    role='\u5b89\u5168\u5ba1\u8ba1\u4e13\u5bb6',\n    goal='\u68c0\u67e5\u4ee3\u7801\u5b89\u5168\u6f0f\u6d1e',\n    backstory='10\u5e74\u5e94\u7528\u5b89\u5168\u7ecf\u9a8c\uff0c\u7cbe\u901aOWASP Top 10',\n    tools=[sql_injection_detector, xss_detector, auth_checker],\n    verbose=True\n)\n\nperf_agent = Agent(\n    role='\u6027\u80fd\u5206\u6790\u5e08',\n    goal='\u8bc6\u522b\u6027\u80fd\u74f6\u9888',\n    backstory='\u5168\u6808\u6027\u80fd\u4f18\u5316\u4e13\u5bb6\uff0c\u64c5\u957f\u6570\u636e\u5e93\u548c\u7f13\u5b58\u8c03\u4f18',\n    tools=[query_analyzer, memory_profiler, n1_detector],\n    verbose=True\n)\n\nstyle_agent = Agent(\n    role='\u4ee3\u7801\u98ce\u683c\u5ba1\u67e5\u5458',\n    goal='\u786e\u4fdd\u4ee3\u7801\u7b26\u5408\u56e2\u961f\u89c4\u8303',\n    backstory='Clean Code\u5e03\u9053\u8005\uff0c\u56e2\u961f\u7f16\u7801\u89c4\u8303\u5236\u5b9a\u8005',\n    verbose=True\n)\n\n# \u6c47\u603bAgent\nreport_agent = Agent(\n    role='\u5ba1\u67e5\u62a5\u544a\u6c47\u603b\u5458',\n    goal='\u5c06\u5404\u4e13\u5bb6\u7684\u5ba1\u67e5\u7ed3\u679c\u6574\u5408\u4e3a\u7edf\u4e00\u62a5\u544a',\n    backstory='\u6280\u672f\u5199\u4f5c\u4e13\u5bb6',\n    verbose=True\n)\n\n# \u524d\u4e09\u4e2a\u4efb\u52a1\u5e76\u884c\uff0c\u6700\u540e\u6c47\u603b\nsecurity_task = Task(description='\u5ba1\u67e5PR\u4e2d\u7684\u5b89\u5168\u95ee\u9898...', agent=security_agent)\nperf_task = Task(description='\u5ba1\u67e5PR\u4e2d\u7684\u6027\u80fd\u95ee\u9898...', agent=perf_agent)\nstyle_task = Task(description='\u5ba1\u67e5PR\u4e2d\u7684\u98ce\u683c\u95ee\u9898...', agent=style_agent)\nreport_task = Task(description='\u6574\u5408\u6c47\u603b...', agent=report_agent,\n    context=[security_task, perf_task, style_task])\n\ncrew = Crew(\n    agents=[security_agent, perf_agent, style_agent, report_agent],\n    tasks=[security_task, perf_task, style_task, report_task],\n    process=Process.sequential,\n    verbose=True\n)\nresult = crew.kickoff()<\/code><\/pre>\n
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\u4e03\u3001\u603b\u7ed3<\/h2>\n
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