{"id":26527,"date":"2025-06-25T07:44:27","date_gmt":"2025-06-24T23:44:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26527"},"modified":"2025-06-25T07:44:27","modified_gmt":"2025-06-24T23:44:27","slug":"%e6%97%a0%e8%ae%ad%e7%bb%83%e6%99%ba%e8%83%bd%e4%bd%93%e8%92%b8%e9%a6%8f%ef%bc%9aagentdistill-%e4%bd%8e%e6%88%90%e6%9c%ac%e9%ab%98%e8%83%bd%e6%95%88%e7%9a%84%e6%99%ba%e8%83%bd%e8%bf%9b%e5%8c%96","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/06\/25\/26527\/","title":{"rendered":"\u65e0\u8bad\u7ec3\u667a\u80fd\u4f53\u84b8\u998f\uff1aAgentDistill \u4f4e\u6210\u672c\u9ad8\u80fd\u6548\u7684\u667a\u80fd\u8fdb\u5316\u65b9\u6848"},"content":{"rendered":"
\u65e0\u8bad\u7ec3\u667a\u80fd\u4f53\u84b8\u998f\uff01AgentDistill \u642d\u8f7d\u521b\u65b0\u7684\u901a\u7528 MCP-Box\uff0c\u6210\u529f\u5b9e\u73b0\u4e86\u65e0\u9700\u8bad\u7ec3\u7684\u77e5\u8bc6\u8fc1\u79fb\u3002\u5b83\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u5237\u65b0\u4e86\u6211\u4eec\u5bf9\u667a\u80fd\u4f53\u84b8\u998f\u7684\u8ba4\u77e5\uff01<\/div>\n
\n
\n

\"\"<\/p>\n

\u5927\u5bb6\u597d\uff0c\u6211\u662f\u8086\u3007\u67d2\u3002\u5728 AI \u9886\u57df\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u84b8\u998f\u6280\u672f\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u53d1\u5c55\uff0c\u6210\u4e3a\u538b\u7f29\u6a21\u578b\u89c4\u6a21\u3001\u964d\u4f4e\u63a8\u7406\u6210\u672c\u7684\u5173\u952e\u624b\u6bb5\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684 LLM \u667a\u80fd\u4f53\u84b8\u998f\u65b9\u6cd5\u5374\u9762\u4e34\u7740\u9ad8\u8ba1\u7b97\u6210\u672c\u3001\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u7b49\u8bf8\u591a\u6311\u6218\u3002\u6211\u770b\u5230\u4e00\u7bc7\u6765\u81ea\u666e\u6797\u65af\u987f\u5927\u5b66\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u7b49\u673a\u6784\u7684\u8bba\u6587\u300aAGENTDISTILL: TRAINING-FREE AGENT DISTILLATION WITH GENERALIZABLE MCP BOXES\u300b\uff0c\u5b83\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a AgentDistill \u7684\u65b0\u578b\u65e0\u8bad\u7ec3\u667a\u80fd\u4f53\u84b8\u998f\u6846\u67b6\uff0c\u51ed\u501f\u901a\u7528 MCP Box \u7a81\u7834\u4f20\u7edf\u5c40\u9650\uff0c\u5b9e\u73b0\u9ad8\u6548\u4e14\u4f4e\u6210\u672c\u7684\u77e5\u8bc6\u8fc1\u79fb\uff0c\u4e3a\u667a\u80fd\u4f53\u84b8\u998f\u5f00\u8f9f\u5168\u65b0\u8def\u5f84\uff0c\u5176\u72ec\u7279\u521b\u65b0\u6027\u503c\u5f97\u6211\u4eec\u6df1\u5165\u63a2\u7a76\uff0c\u4e0b\u9762\uff0c\u4e00\u8d77\u6765\u770b\u770b\u3002<\/p>\n

\u5927\u578b\u8bed\u8a00\u6a21\u578b\u84b8\u998f\u9886\u57df\u7684\u73b0\u72b6\u4e0e\u5c40\u9650<\/h3>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u84b8\u998f\u6280\u672f\u98de\u901f\u53d1\u5c55\uff0c\u6210\u529f\u5728\u538b\u7f29\u6a21\u578b\u89c4\u6a21\u7684\u540c\u65f6\u4fdd\u7559\u4e86\u5927\u90e8\u5206\u6559\u5e08\u6a21\u578b\u7684\u6027\u80fd\u3002\u65e9\u671f\u7684\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\u4e3b\u8981\u5173\u6ce8\u5bf9\u9f50\u5b66\u751f\u548c\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa logits \u5206\u5e03\uff0c\u50cf Hinton \u7b49\u4eba 2015 \u5e74\u63d0\u51fa\u7684\u7ecf\u5178\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u540e\u7eed\u7814\u7a76\u8fdb\u4e00\u6b65\u6df1\u5316\uff0c\u5f00\u59cb\u5339\u914d\u9690\u85cf\u7279\u5f81\u3001\u81ea\u6ce8\u610f\u529b\u77e9\u9635\u7b49\u5185\u90e8\u8868\u793a\uff0c\u5982 DistilBERT \u6a21\u578b\uff0c\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6709\u6548\u538b\u7f29\u4e86 BERT \u6a21\u578b\u3002<\/p>\n

\u4f46\u5f53\u6211\u4eec\u628a\u76ee\u5149\u8f6c\u5411 LLM \u667a\u80fd\u4f53\u84b8\u998f\u65f6\uff0c\u60c5\u51b5\u5374\u6ca1\u90a3\u4e48\u4e50\u89c2\u3002\u73b0\u6709\u65b9\u6cd5\u5927\u81f4\u53ef\u5206\u4e3a\u4e09\u7c7b\uff1a\u8f68\u8ff9\u84b8\u998f\u3001\u7ed3\u6784\u84b8\u998f\u548c\u52a8\u4f5c\u7b56\u7565\u84b8\u998f\u3002\u4ee5 Structured Agent Distillation\uff08SAD\uff09\u4e3a\u4ee3\u8868\u7684\u8f68\u8ff9\u84b8\u998f\u65b9\u6cd5\uff0c\u901a\u8fc7\u6a21\u4eff\u6559\u5e08\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u63a8\u7406 – \u884c\u52a8\u8f68\u8ff9\u6765\u8bad\u7ec3\u5b66\u751f\u667a\u80fd\u4f53\uff0c\u4f46\u7531\u4e8e\u6559\u5e08\u9700\u8981\u6784\u5efa\u548c\u5904\u7406\u957f\u800c\u590d\u6742\u7684\u5e8f\u5217\uff0c\u8ba1\u7b97\u6210\u672c\u6781\u9ad8\u3002\u800c\u4e14\u5b66\u751f\u667a\u80fd\u4f53\u53ea\u662f\u88ab\u52a8\u590d\u5236\u56fa\u5b9a\u8f68\u8ff9\uff0c\u7f3a\u4e4f\u9002\u5e94\u6027\uff0c\u5728\u65b0\u73af\u5883\u4e2d\u96be\u4ee5\u7075\u6d3b\u8c03\u6574\u3002\u7ed3\u6784\u84b8\u998f\u65b9\u6cd5\u5982 MAGDi \u548c Sub – goal Distillation\uff0c\u5c06\u63a8\u7406\u8f68\u8ff9\u538b\u7f29\u6210\u62bd\u8c61\u8868\u793a\uff08\u5982\u56fe\u6216\u5b50\u76ee\u6807\u5e8f\u5217\uff09\uff0c\u867d\u964d\u4f4e\u4e86\u5e8f\u5217\u957f\u5ea6\uff0c\u5374\u5ffd\u7565\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u80fd\u529b\u3001\u77e5\u8bc6\u8fb9\u754c\u6216\u5de5\u5177\u4f7f\u7528\u4e0a\u7684\u5dee\u5f02\u3002\u4e0b\u9762\u8ba9\u6211\u4eec\u5bf9\u6bd4\u4e00\u4e0b\u4f20\u7edf LLM \u84b8\u998f\u4e0e\u6211\u4eec\u63d0\u51fa\u7684\u65e0\u8bad\u7ec3\u667a\u80fd\u4f53\u84b8\u998f\u6846\u67b6\uff08\u89c1\u4e0b\u56fe\uff09\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4f20\u7edf\u5927\u578b\u8bed\u8a00\u6a21\u578b\u84b8\u998f\u65b9\u6cd5\u4e0e\u672c\u6587\u63d0\u51fa\u7684\u514d\u8bad\u7ec3Agent\u84b8\u998f\u6846\u67b6\u7684\u6bd4\u8f83<\/p>\n

\u4e0a\u56fe\u663e\u793a\u4e86\u4f20\u7edf LLM \u84b8\u998f\u4f9d\u8d56\u94fe\u5f0f\u601d\u8003\u63d0\u793a\uff0c\u968f\u540e\u8fdb\u884c\u4ee3\u4ef7\u9ad8\u6602\u7684\u5fae\u8c03\uff1b\u800c\u4eca\u5929\u6240\u63a2\u8ba8\u7684\u65b9\u6cd5\u5219\u5b8c\u5168\u6d88\u9664\u4e86\u8bad\u7ec3\u9700\u6c42\uff0c\u6559\u5e08\u667a\u80fd\u4f53\u81ea\u4e3b\u751f\u6210\u6a21\u5757\u5316\u4e14\u53ef\u590d\u7528\u7684\u6a21\u578b – \u4e0a\u4e0b\u6587 – \u534f\u8bae\uff08MCP\uff09\uff0c\u76f4\u63a5\u96c6\u6210\u5230\u5b66\u751f\u667a\u80fd\u4f53\u4e2d\uff0c\u4f7f\u57fa\u4e8e\u5c0f\u578b LLM \u7684\u667a\u80fd\u4f53\u65e0\u9700\u68af\u5ea6\u66f4\u65b0\u6216\u8f68\u8ff9\u91cd\u653e\u5373\u53ef\u7ee7\u627f\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n

\u4e0d\u540c\u84b8\u998f\u65b9\u6cd5\u63a2\u8ba8<\/h3>\n

MCP \u76f8\u5173\u7814\u7a76<\/h4>\n

MCP \u4f5c\u4e3a\u4e00\u79cd\u6807\u51c6\u5316\u63a5\u53e3\uff0c\u5728\u8bed\u8a00\u6a21\u578b\u534f\u4f5c\u4e2d\u53d1\u6325\u7740\u5173\u952e\u4f5c\u7528\u3002MCP Landscape \u7cfb\u7edf\u5730\u68b3\u7406\u4e86\u5176\u67b6\u6784\u5168\u8c8c\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u51fa\u5176\u5728\u751f\u547d\u5468\u671f\u5404\u9636\u6bb5\u7684\u5173\u952e\u6f0f\u6d1e\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u6307\u660e\u4e86\u5f3a\u5316\u65b9\u5411\u3002MCIP \u7d27\u968f\u5176\u540e\uff0c\u5728\u5b89\u5168\u6027\u9886\u57df\u6df1\u8015\uff0c\u901a\u8fc7\u5f3a\u5236\u4e0a\u4e0b\u6587\u5b8c\u6574\u6027\u68c0\u67e5\uff0c\u6709\u6548\u7b51\u7262\u4e86 MCP \u7684\u5b89\u5168\u9632\u7ebf\u3002\u800c Alita \u5219\u53e6\u8f9f\u8e4a\u5f84\uff0c\u501f\u52a9 MCP \u5b9e\u73b0\u4e86\u52a8\u6001\u5de5\u5177\u751f\u6210\u4e0e\u590d\u7528\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u667a\u80fd\u4f53\u7684\u7075\u6d3b\u6027\u53ca\u591a\u667a\u80fd\u4f53\u95f4\u7684\u534f\u4f5c\u6548\u80fd\u3002\u8fd9\u4e9b\u7814\u7a76\u6210\u679c\u5171\u540c\u6784\u7b51\u4e86 MCP \u7684\u575a\u5b9e\u53d1\u5c55\u57fa\u7840\uff0c\u4e5f\u4e3a AgentDistill \u5229\u7528 MCP \u5b9e\u73b0\u667a\u80fd\u4f53\u84b8\u998f\u94fa\u5e73\u4e86\u9053\u8def\u3002AgentDistill \u521b\u65b0\u6027\u5730\u5c06 MCP \u4f5c\u4e3a\u77e5\u8bc6\u8fc1\u79fb\u7684\u6838\u5fc3\u8f7d\u4f53\uff0c\u4f7f\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u76f4\u63a5\u7ee7\u627f\u6559\u5e08\u667a\u80fd\u4f53\u7684\u4f18\u8d28\u4efb\u52a1\u89e3\u51b3\u6a21\u5757\uff0c\u8fd9\u4e0e\u4ee5\u5f80\u4ec5\u7740\u773c\u4e8e MCP \u5b89\u5168\u6216\u534f\u4f5c\u529f\u80fd\u7684\u7814\u7a76\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\uff0c\u5b9e\u73b0\u4e86 MCP \u5728\u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\u7684\u5168\u65b0\u7a81\u7834\u4e0e\u521b\u65b0\u5e94\u7528\u3002<\/p>\n

\u5927\u578b\u8bed\u8a00\u6a21\u578b\u84b8\u998f\u56de\u987e<\/h4>\n

\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9886\u57df\u4e00\u8def\u9ad8\u6b4c\u731b\u8fdb\u3002\u65e9\u671f\u7814\u7a76\u805a\u7126\u4e8e\u5bf9\u9f50\u8f93\u51fa\u6982\u7387\u5206\u5e03\uff0c\u4e3a\u6a21\u578b\u538b\u7f29\u5f00\u8f9f\u4e86\u65b0\u5f84\u3002\u968f\u540e\uff0c\u7814\u7a76\u8005\u4eec\u5c06\u76ee\u5149\u6295\u5411\u6a21\u578b\u5185\u90e8\uff0c intermediate – layer feature alignment \u88ab\u63d0\u51fa\uff0c\u5b83\u5728 patient distillation \u548c two – stage distillation frameworks \u4e2d\u6210\u529f\u843d\u5730\u5b9e\u8df5\uff0c\u8ba9\u6a21\u578b\u538b\u7f29\u66f4\u8fdb\u4e00\u6b65\u3002 Self – attention matrix distillation \u5219\u7cbe\u51c6\u6355\u6349 Transformer \u5185\u90e8\u5173\u8054\uff0c\u4e3a\u6a21\u578b\u7406\u89e3\u518d\u6dfb\u52a9\u529b\u3002 Architecturally aware techniques \u66f4\u662f\u522b\u51fa\u5fc3\u88c1\uff0c\u901a\u8fc7\u4fee\u6539\u7f51\u7edc\u7ed3\u6784\u5e76\u8054\u5408\u84b8\u998f\uff0c\u5982 MobileBERT \u548c GKD\uff0c\u5b9e\u73b0\u4e86\u6a21\u578b\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u7684\u9ad8\u6548\u90e8\u7f72\u3002\u8fd1\u671f\uff0c cross – model capability distillation \u53e6\u8f9f\u8e4a\u5f84\uff0c\u501f\u52a9\u5927\u578b LLM \u751f\u6210\u7684 instruction – response \u5bf9\uff0c\u5c06\u63a8\u7406\u6280\u80fd\u4f20\u6388\u7ed9\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\uff0c\u8fdb\u4e00\u6b65\u62d3\u5c55\u4e86\u6a21\u578b\u7684\u5e94\u7528\u8fb9\u754c\u3002<\/p>\n

\u94fe\u5f0f\u63a8\u7406\u84b8\u998f\uff08CoTD\uff09\u65b9\u6cd5\u7684\u51fa\u73b0\uff0c\u4e3a\u6a21\u578b\u63a8\u7406\u80fd\u529b\u63d0\u5347\u6ce8\u5165\u65b0\u6d3b\u529b\u3002\u5b83\u8bad\u7ec3\u5c0f\u578b\u5b66\u751f\u6a21\u578b\u590d\u73b0\u6559\u5e08\u7684\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\uff0c\u6216\u901a\u8fc7\u7cbe\u7ec6\u8c03\u6574\u8ba9\u5b66\u751f\u638c\u63e1\u5b8c\u6574\u63a8\u7406\u94fe\uff0c\u6216\u805a\u7126\u5173\u952e\u6b65\u9aa4\u8fdb\u884c\u5f3a\u5316\u8bad\u7ec3\uff0c\u6216\u662f\u501f\u52a9\u91c7\u6837 \/ \u6743\u91cd\u91cd\u6784\u3001\u5bf9\u6bd4\u89e3\u7801\u7b49\u6280\u5de7\uff0c\u63d0\u5347\u5b66\u751f\u6a21\u578b\u5bf9\u6838\u5fc3\u63a8\u7406\u4fe1\u53f7\u7684\u628a\u63e1\u3002\u6b64\u5916\uff0c\u4e3a\u4fdd\u7559\u5173\u952e\u63a8\u7406\u4fe1\u606f\uff0c\u8fd8\u53ef\u5c06\u957f\u63a8\u7406\u94fe\u62c6\u5206\u6210\u77ed\u7247\u6bb5\uff0c\u6216\u8f6c\u6362\u4e3a\u6811 \/ \u56fe\u7b49\u65b0\u683c\u5f0f\uff0c\u8ba9\u6a21\u578b\u63a8\u7406\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n

In – context learning distillation\uff08ICLD\uff09\u5219\u5728 Few – shot learning \u9886\u57df\u6210\u529f\u5b9e\u8df5\uff0c\u5b83\u8ba9\u5b66\u751f\u6a21\u578b\u6df1\u5ea6\u5185\u5316\u6559\u5e08\u7684\u5c11\u91cf\u6837\u672c\u63a8\u7406\u6a21\u5f0f\uff0c\u65e0\u9700\u5728 inference-time \u4f9d\u8d56\u5b8c\u6574\u63d0\u793a\u3002\u8fd9\u4e00\u65b9\u6cd5\u5728 NLI \u548c SQL \u7b49\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5982\u4eca\u5df2\u6210\u4e3a post – training \u7684\u6807\u51c6\u914d\u7f6e\u3002\u8fd1\u671f\u7814\u7a76\u66f4\u662f\u5c06 token – level language – modeling objectives \u4e0e few – shot matching \u76f8\u878d\u5408\uff0c\u5168\u65b9\u4f4d\u63d0\u5347\u5b66\u751f\u6a21\u578b\u5bf9\u63a8\u7406\u6a21\u5f0f\u7684\u638c\u63e1\u80fd\u529b\u3002<\/p>\n

LLM \u667a\u80fd\u4f53\u84b8\u998f\u63a2\u7a76<\/h4>\n

\u5728 LLM \u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\uff0c\u8f68\u8ff9\u84b8\u998f\u3001\u7ed3\u6784\u84b8\u998f\u548c\u52a8\u4f5c\u7b56\u7565\u84b8\u998f\u8fd9\u4e09\u79cd\u65b9\u6cd5\u5404\u5177\u7279\u8272\u3002\u8f68\u8ff9\u84b8\u998f\u65b9\u6cd5\uff0c\u4f8b\u5982 Structured Agent Distillation\uff08SAD\uff09\uff0c\u901a\u8fc7\u6a21\u4eff\u6559\u5e08\u667a\u80fd\u4f53\u7684\u5b8c\u6574\u63a8\u7406 – \u884c\u52a8\u8f68\u8ff9\u6765\u8bad\u7ec3\u5b66\u751f\u667a\u80fd\u4f53\uff0c\u4f46\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\u4e14\u6cdb\u5316\u80fd\u529b\u6709\u9650\u3002\u7ed3\u6784\u84b8\u998f\u65b9\u6cd5\u5c06\u63a8\u7406\u8f68\u8ff9\u538b\u7f29\u6210\u62bd\u8c61\u8868\u793a\uff0c\u867d\u964d\u4f4e\u4e86\u5e8f\u5217\u957f\u5ea6\uff0c\u5374\u5ffd\u89c6\u4e86\u4e0d\u540c\u6a21\u578b\u95f4\u7684\u80fd\u529b\u5dee\u5f02\u3002\u52a8\u4f5c\u7b56\u7565\u84b8\u998f\u5219\u5c06\u8bed\u8a00\u63a8\u7406\u4ece LLM \u667a\u80fd\u4f53\u8f6c\u79fb\u81f3\u8f7b\u91cf\u7ea7\u975e\u8bed\u8a00\u63a7\u5236\u5668\uff0c\u6559\u5e08\u4ee5\u81ea\u7136\u8bed\u8a00\u751f\u6210\u94fe\u5f0f\u63a8\u7406\u8f68\u8ff9\uff0c\u5b66\u751f\u5219\u76f4\u63a5\u6267\u884c\u52a8\u4f5c\uff0c\u65e0\u9700\u6587\u672c\u751f\u6210\u3002Language – Oriented to Emergent Communication \u4e2d\uff0c\u8bed\u8a00\u667a\u80fd\u4f53\u901a\u8fc7\u77ed\u7b26\u53f7\u8bad\u7ec3\u975e\u8bed\u8a00\u667a\u80fd\u4f53\uff1bDeDer \u5c06\u63a8\u7406\u8f68\u8ff9\u8f6c\u6362\u4e3a\u72b6\u6001 – \u52a8\u4f5c\u5bf9\uff0c\u8bad\u7ec3\u5c0f\u578b\u5177\u8eab\u667a\u80fd\u4f53\u5b9e\u73b0\u8bed\u8a00\u65e0\u5173\u6267\u884c\u3002\u5bf9\u6bd4\u4e4b\u4e0b\uff0cAgentDistill \u65e0\u9700\u8bad\u7ec3\uff0c\u901a\u8fc7 MCP \u76f4\u63a5\u4f20\u9012\u6559\u5e08\u667a\u80fd\u4f53\u7684\u77e5\u8bc6\u4e0e\u6280\u80fd\uff0c\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u5728\u65e0\u68af\u5ea6\u66f4\u65b0\u4e0b\u7ee7\u627f\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\uff0c\u5c55\u73b0\u51fa\u72ec\u7279\u4f18\u52bf\u3002<\/p>\n

AgentDistill \u65b9\u6cd5\u5168\u666f\u89e3\u6790<\/h3>\n

\u95ee\u9898\u5b9a\u4e49<\/h4>\n

\u5728\u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\uff0cAgentDistill \u6846\u67b6\u805a\u7126\u4e8e\u5982\u4f55\u5c06\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684 MCP \u6709\u6548\u84b8\u998f\u5230\u81ea\u5305\u542b\u7684 MCP-Box\u4e2d\uff0c\u4ee5\u6b64\u663e\u8457\u63d0\u5347\u5b66\u751f\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\u3002\u8fd9\u4e00\u8fc7\u7a0b\u7684\u5173\u952e\u5728\u4e8e\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u6574\u4e2a\u84b8\u998f\u8fc7\u7a0b\u4e2d\u65e0\u9700\u8fdb\u884c\u4efb\u4f55\u68af\u5ea6\u66f4\u65b0\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u9ad8\u6548\u4e14\u4f4e\u6210\u672c\u7684\u77e5\u8bc6\u8fc1\u79fb\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u627e\u5230\u4e00\u4e2a\u6700\u4f18\u7684 MCP-Box\uff1aB\uff0c\u4f7f\u5f97\u5728\u7ed9\u5b9a\u6570\u636e\u96c6\u00a0\u7684\u60c5\u51b5\u4e0b\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u6559\u5e08\u667a\u80fd\u4f53\u7684\u6307\u5bfc\u4e0b\uff0c\u80fd\u591f\u6700\u5927\u5316\u5176\u5728\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

AgentDistill \u6982\u89c8\uff1a\u901a\u8fc7MCP\u5b9e\u73b0\u7684\u65e0\u8bad\u7ec3 Agent \u84b8\u998f\u6846\u67b6<\/p>\n

\u4e0a\u56fe\u5c55\u793a\u4e86 AgentDistill \u6846\u67b6\u7684\u603b\u4f53\u67b6\u6784\u3002\u6559\u5e08\u667a\u80fd\u4f53\u901a\u8fc7\u4efb\u52a1\u5206\u89e3\u548c MCP \u521b\u5efa\u6a21\u5757\u751f\u6210\u4efb\u52a1\u7279\u5b9a\u7684 MCPs\uff0c\u5e76\u901a\u8fc7\u62bd\u8c61\u3001\u805a\u7c7b\u548c\u6574\u5408\u6784\u5efa MCP \u6846\u3002\u5b66\u751f\u667a\u80fd\u4f53\u5728\u63a8\u7406\u65f6\u76f4\u63a5\u5229\u7528\u8fd9\u4e2a MCP \u6846\uff0c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u6216\u8f68\u8ff9\u91cd\u653e\uff0c\u4ece\u800c\u9ad8\u6548\u5730\u7ee7\u627f\u6559\u5e08\u667a\u80fd\u4f53\u7684\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n

\u6570\u5b66\u4e0a\uff0c\u8fd9\u4e00\u4f18\u5316\u95ee\u9898\u53ef\u4ee5\u5f62\u5f0f\u5316\u5730\u8868\u8ff0\u4e3a\uff1a\uff0c\u5176\u4e2d L \u8868\u793a\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684\u6240\u6709 MCP \u7684\u96c6\u5408\uff0cB \u662f\u4ece L \u4e2d\u84b8\u998f\u5f97\u5230\u7684 MCP-Box\uff0c\u800c\u5219\u8868\u793a\u5b66\u751f\u667a\u80fd\u4f53\u5728\u8f93\u5165 x \u548c MCP-Box B \u7684\u8f85\u52a9\u4e0b\u6240\u91c7\u53d6\u7684\u884c\u4e3a\u3002\u6307\u793a\u51fd\u6570\u00a0\u5728\u5b66\u751f\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u4e0e\u771f\u5b9e\u6807\u7b7e\u4e00\u81f4\u65f6\u53d6\u503c\u4e3a 1\uff0c\u5426\u5219\u4e3a 0\u3002<\/p>\n

MCP \u521b\u5efa\u7ec6\u8282<\/h4>\n

\u5f53\u6559\u5e08\u667a\u80fd\u4f53\u00a0\u5904\u7406\u89e3\u8f93\u5165\u65f6\uff0c\u5b83\u4e0e\u73af\u5883 E \u8fdb\u884c\u4ea4\u4e92\uff0c\u4ea7\u751f\u5b8c\u6574\u7684\u63a8\u7406\u8f68\u8ff9\uff1a\uff0c\u5176\u4e2d\u662f\u63a8\u7406 tokens\uff0c\u662f\u884c\u52a8 tokens\uff08\u4f8b\u5982\u5de5\u5177\u8c03\u7528\u3001MCP \u751f\u6210\uff09\uff0c\u662f\u6765\u81ea\u73af\u5883\u7684\u89c2\u5bdf\u7ed3\u679c\u3002\u4e3a\u4e86\u66f4\u6e05\u6670\u5730\u533a\u5206 MCP \u811a\u672c\u4e0e\u63a8\u7406\u8fc7\u7a0b\uff0c\u6211\u4eec\u5f15\u5bfc\u6559\u5e08\u667a\u80fd\u4f53\u5728\u5176\u63a8\u7406\u8fc7\u7a0b\u4e2d\u751f\u6210\u5e76\u5206\u79bb\u51fa\u7ed3\u6784\u5316\u7684\u3001\u81ea\u5305\u542b\u7684 MCPs\u3002\u5728\u8f68\u8ff9\u00a0\u4e2d\uff0c\u6559\u5e08\u667a\u80fd\u4f53\u53ef\u80fd\u9488\u5bf9\u4e0d\u540c\u7684\u5b50\u4efb\u52a1\u751f\u6210\u4e00\u4e2a\u6216\u591a\u4e2a MCP\u3002<\/p>\n

\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\u793a\u4f8b\u00a0\uff0c\u5982\u679c\u6559\u5e08\u667a\u80fd\u4f53\u5728\u8f68\u8ff9\u7684\u7b2c j \u6b65\u751f\u6210\u4e86\u4e00\u4e2a MCP\uff0c\u5219\u6211\u4eec\u5c06\u8fd9\u4e2a MCP \u8868\u793a\u4e3a MCPi,\uff0c\u5176\u4e2d L \u662f\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u6240\u6709\u63d0\u53d6\u7684 MCP \u7684\u96c6\u5408\u3002\u6bcf\u4e2a\u8f68\u8ff9\u6839\u636e\u5176\u4e2d\u5de5\u5177\u76f8\u5173\u89c4\u5212\u6b65\u9aa4\u7684\u6570\u91cf\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f\u591a\u4e2a MCP\u3002\u6211\u4eec\u4ec5\u8003\u8651\u90a3\u4e9b\u00a0\uff08\u5373\u6210\u529f\u5b8c\u6210\u4efb\u52a1\uff09\u7684\u8f68\u8ff9\u7528\u4e8e\u84b8\u998f\u3002\u5982\u679c MCP \u7247\u6bb5\u5728\u8bed\u6cd5\u4e0a\u6b63\u786e\u4e14\u53ef\u6267\u884c\uff0c\u6211\u4eec\u5c31\u5c06\u5176\u6536\u96c6\u5230\u4e00\u4e2a\u4e34\u65f6\u6c60\u4e2d\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u5f97\u5230\u4e00\u4e2a\u5927\u578b\u7684\u6c60\u00a0\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u6559\u5e08\u667a\u80fd\u4f53\u6240\u53d1\u51fa\u7684\u4e30\u5bcc\u4f46\u5e26\u6709\u566a\u58f0\u7684\u5de5\u5177\u4f7f\u7528\u7b56\u7565\u96c6\u5408\u3002\u8fd9\u4e9b MCP \u968f\u540e\u5c06\u901a\u8fc7\u62bd\u8c61\u3001\u805a\u7c7b\u548c\u6574\u5408\u5904\u7406\uff0c\u5f62\u6210\u4e00\u4e2a\u7d27\u51d1\u4e14\u6709\u7ec4\u7ec7\u7684\u96c6\u5408 B\uff0c\u8fd9\u5c31\u662f MCP-Box \u4e86\u3002<\/p>\n

MCP-Box\u6784\u5efa\u5168\u8fc7\u7a0b<\/h4>\n

\u5728\u6536\u96c6\u5230\u6559\u5e08\u667a\u80fd\u4f53\u6210\u529f\u8f68\u8ff9\u4e2d\u751f\u6210\u7684\u6240\u6709 MCP \u540e\uff0c\u6211\u4eec\u5c06\u5b83\u4eec\u4f20\u9012\u7ed9\u4e00\u4e2a\u9ad8\u5bb9\u91cf\u7684\u6307\u4ee4\u8c03\u4f18 LLM\uff08\u4f8b\u5982 Claude-Sonnet-4\uff09\u4ee5\u5f62\u6210\u4e00\u4e2a\u7d27\u51d1\u4e14\u7ed3\u6784\u5316\u7684\u5b58\u50a8\u5e93\uff0c\u5373 MCP-Box\u3002\u8fd9\u4e00\u8fc7\u7a0b\u5206\u4e3a\u4e09\u4e2a\u5173\u952e\u6b65\u9aa4\u3002<\/p>\n

\u7b2c\u4e00\u6b65\u662f\u62bd\u8c61\u5316\u3002\u5bf9\u4e8e\u4ece\u6b63\u786e\u6559\u5e08\u8f68\u8ff9\u4e2d\u63d0\u53d6\u7684\u6bcf\u4e2a\u4e0e\u5de5\u5177\u76f8\u5173\u7684 MCP \u7247\u6bb5\uff0c\u6211\u4eec\u63d0\u53d6\u76f8\u5173\u7684 Python \u4ee3\u7801\uff0c\u5e76\u4fc3\u4f7f LLM \u5c06\u5176\u6539\u5199\u4e3a\u53ef\u590d\u7528\u4e14\u53c2\u6570\u5316\u7684\u683c\u5f0f\u3002\u5373\u901a\u8fc7\u57fa\u4e8e\u63d0\u793a\u7684\u8f6c\u6362\uff0c\u5c06\u6bcf\u4e2a\u539f\u59cb MCP\u00a0\u00a0\u91cd\u5199\u4e3a\u7b80\u6d01\u4e14\u4e0e\u4efb\u52a1\u65e0\u5173\u7684\u5f62\u5f0f\uff1a\u3002\u5176\u76ee\u6807\u662f\u53bb\u9664\u7279\u5b9a\u4e8e\u793a\u4f8b\u7684\u77ed\u8bed\uff0c\u540c\u65f6\u4fdd\u7559\u53ef\u6cdb\u5316\u7684\u5de5\u5177\u4f7f\u7528\u7b56\u7565\u3002\u540c\u65f6\uff0c\u6b64\u8fc7\u7a0b\u6700\u591a\u4f7f\u4e09\u4e2a\u5173\u952e\u53c2\u6570\u53ef\u914d\u7f6e\uff0c\u540c\u65f6\u4fdd\u7559\u5de5\u5177\u7684\u6838\u5fc3\u903b\u8f91\u3002<\/p>\n

\u7b2c\u4e8c\u6b65\u662f\u805a\u7c7b\u3002\u901a\u8fc7\u4ee3\u7801\u7ea7\u522b\u7684\u805a\u7c7b\u63d0\u793a\uff0c\u5c06\u6240\u6709\u62bd\u8c61\u540e\u7684\u00a0\u00a0\u6309\u529f\u80fd\u8fdb\u884c\u5206\u7ec4\u3002LLM \u57fa\u4e8e\u4ee3\u7801\u7684\u529f\u80fd\u8bed\u4e49\u8fd4\u56de\u805a\u7c7b\u5206\u914d\uff1a\uff0c\u5176\u4e2d\u6bcf\u4e2a\u805a\u7c7b Ck \u5bf9\u5e94\u4e00\u4e2a\u529f\u80fd\u7ec4\uff0c\u5982 \u201cimage utils\u201d \u6216 \u201cnumeric analysis\u201d\u3002<\/p>\n

\u7b2c\u4e09\u6b65\u662f\u6574\u5408\u3002\u5728\u6bcf\u4e2a\u805a\u7c7b Ck \u5185\uff0c\u6211\u4eec\u6307\u793a LLM \u5c06\u6240\u6709\u5de5\u5177\u5b9e\u73b0\u6574\u5408\u4e3a\u4e00\u4e2a\u901a\u7528\u7248\u672c\u3002\u7ed3\u679c\u662f\u00a0\uff0c\u5305\u62ec\u53c2\u6570\u7edf\u4e00\u3001\u9002\u5f53\u7684\u9a8c\u8bc1\u548c\u6587\u6863\u7f16\u5199\u3002\u6bcf\u4e2a\u8f93\u51fa\u90fd\u662f\u4e00\u4e2a\u751f\u4ea7\u5c31\u7eea\u7684\u3001\u4e0e FastMCP \u517c\u5bb9\u7684 Python \u6587\u4ef6\u3002<\/p>\n

\u6700\u7ec8\u7684 MCP-Box \u5b9a\u4e49\u4e3a\u00a0\uff0c\u5176\u4e2d\u6bcf\u4e2a\u6761\u76ee\u5305\u542b\u4e00\u4e2a\u6574\u5408\u540e\u7684\u5de5\u5177\u534f\u8bae\u53ca\u5176\u529f\u80fd\u6807\u7b7e\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a MCP-Box \u6784\u5efa\u7684\u5177\u4f53\u6848\u4f8b\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

MCP-Box \u6784\u9020\u8fc7\u7a0b\u7684\u793a\u4f8b\u8bf4\u660e<\/p>\n

\u4e0a\u56fe\u4ece\u4e24\u4e2a\u539f\u59cb MCP \u8349\u7a3f\uff08\u7eff\u8272\u548c\u84dd\u8272\uff09\u5f00\u59cb\uff0c\u5206\u522b\u9488\u5bf9\u4e0d\u540c\u7684\u5b50\u4efb\u52a1\u3002\u6211\u4eec\u5e94\u7528\uff081\uff09\u62bd\u8c61\u5316\u5c06\u5176\u91cd\u5199\u4e3a\u53c2\u6570\u5316\u548c\u53ef\u590d\u7528\u7684\u5f62\u5f0f\uff1b\uff082\uff09\u805a\u7c7b\u5c06\u529f\u80fd\u76f8\u4f3c\u7684 MCP \u5206\u7ec4\uff1b\uff083\uff09\u6574\u5408\u5c06\u5b83\u4eec\u5408\u5e76\u4e3a\u4e00\u4e2a\u901a\u7528\u7684 MCP\uff08\u9ec4\u8272\uff09\uff0c\u5e76\u5305\u542b\u53ef\u914d\u7f6e\u53c2\u6570\u3002\u5f97\u5230\u7684\u5de5\u5177\u6574\u5408\u4e86\u591a\u79cd\u884c\u4e3a\uff0c\u5e76\u4e0e FastMCP \u6267\u884c\u517c\u5bb9\u3002<\/p>\n

\u5b66\u751f\u667a\u80fd\u4f53\u7684\u63a8\u7406\u8fc7\u7a0b<\/h4>\n

\u57fa\u4e8e SmolAgents \u6846\u67b6\uff0c\u5728 inference-time \u5c06\u6574\u4e2a MCP-Box B \u6302\u8f7d\u5230\u5b66\u751f\u667a\u80fd\u4f53\u7684\u5de5\u5177\u63a5\u53e3 \u2014\u2014 \u65e0\u9700\u68c0\u7d22\u3001\u91cd\u65b0\u6392\u5e8f\u6216\u53c2\u6570\u9009\u62e9\u3002\u6bcf\u4e2a\u00a0\u00a0\u90fd\u4f5c\u4e3a\u4e00\u4e2a\u53ef\u8c03\u7528\u5de5\u5177\u5b9e\u73b0\uff0c\u5177\u6709\u6807\u51c6\u5316\u7684\u8f93\u5165 \/ \u8f93\u51fa\u63a5\u53e3\uff08\u4f8b\u5982\uff0c\u5728 FastMCP \u8fd0\u884c\u65f6\u5185\u4f7f\u7528 @mcp.tool()\uff09\u3002<\/p>\n

\u5b66\u751f\u667a\u80fd\u4f53\u5728\u51bb\u7ed3\u7684\u7b56\u7565\u4e0b\u8fd0\u884c\uff0c\u4e0d\u4f1a\u6536\u5230\u4efb\u4f55\u68af\u5ea6\u66f4\u65b0\uff1a\u3002\u9762\u5bf9\u65b0\u95ee\u9898 x \u65f6\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u50cf\u5f80\u5e38\u4e00\u6837\u751f\u6210\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u548c\u5de5\u5177\u8c03\u7528\u3002\u5728\u6bcf\u4e00\u6b65\uff0cruntime \u73af\u5883\u5c06 B \u4e2d\u7684\u6240\u6709\u5de5\u5177\u4f5c\u4e3a\u53ef\u8c03\u7528\u6a21\u5757\u66b4\u9732\u51fa\u6765\u3002\u667a\u80fd\u4f53\u51b3\u5b9a\u8c03\u7528\u54ea\u4e2a\u5de5\u5177\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\uff0c\u586b\u5199\u8f93\u5165\u53c2\u6570\uff08\u901a\u8fc7\u6587\u672c\u751f\u6210\u6216\u51fd\u6570\u8c03\u7528\u6a21\u677f\uff09\uff0c\u5e76\u63a5\u6536\u8fd4\u56de\u503c\u00a0\uff0c\u8be5\u503c\u66f4\u65b0\u4e86\u4e0b\u4e00\u6b65\u63a8\u7406\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u667a\u80fd\u4f53\u7ed3\u6784\u89e3\u6790<\/h4>\n

\u6559\u5e08\u667a\u80fd\u4f53\u4e3b\u8981\u7531\u4e09\u4e2a\u6a21\u5757\u6784\u6210\uff1a\u7ba1\u7406\u667a\u80fd\u4f53\u3001\u57fa\u7840\u56fe\u50cf\u63cf\u8ff0\u5668\u4ee5\u53ca MCP \u521b\u5efa\u6a21\u5757\u3002\u7ba1\u7406\u667a\u80fd\u4f53\u5904\u4e8e\u6838\u5fc3\u5730\u4f4d\uff0c\u8d1f\u8d23\u4efb\u52a1\u5206\u89e3\u4e0e\u5de5\u5177\u9700\u6c42\u8bc4\u4f30\uff0c\u82e5\u9700\u5916\u90e8\u5de5\u5177\u5219\u8c03\u7528 MCP \u521b\u5efa\u6a21\u5757\u3002\u57fa\u7840\u56fe\u50cf\u63cf\u8ff0\u5668\u5728\u8f93\u5165\u5305\u542b\u56fe\u50cf\u65f6\uff0c\u5c06\u5176\u8f6c\u4e3a\u6587\u672c\u6458\u8981\uff0c\u4ee5\u4fbf\u5176\u4f59\u6a21\u5757\u8fdb\u884c\u7edf\u4e00\u7684\u6587\u672c\u5904\u7406\u3002MCP \u521b\u5efa\u6a21\u5757\u5219\u7ec6\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff1aMCP \u7b56\u5212\u90e8\u5206\u8d1f\u8d23\u6784\u601d\u4efb\u52a1\u7279\u5b9a MCP \u7684\u521d\u6b65\u8ba1\u5212\uff1b\u5f00\u6e90\u641c\u7d22\u90e8\u5206\u65e8\u5728\u8bc6\u522b\u652f\u6301 MCP \u5f00\u53d1\u7684\u5f00\u6e90\u8d44\u6e90\uff1b\u811a\u672c\u751f\u6210\u90e8\u5206\u5c06\u60f3\u6cd5\u4e0e\u8d44\u6e90\u6574\u5408\u4e3a\u53ef\u6267\u884c\u811a\u672c\uff1b\u865a\u62df\u73af\u5883\u6267\u884c\u90e8\u5206\u5728\u53d7\u63a7\u73af\u5883\u4e2d\u9a8c\u8bc1\u5e76\u6267\u884c\u811a\u672c\uff0c\u786e\u4fdd\u5176\u5b9e\u7528\u6027\u548c\u7a33\u5065\u6027\u3002<\/p>\n

\u5b66\u751f\u667a\u80fd\u4f53\u4e3b\u8981\u7531\u7ba1\u7406\u667a\u80fd\u4f53\u548c\u57fa\u7840\u56fe\u50cf\u63cf\u8ff0\u5668\u6784\u6210\u3002\u7ba1\u7406\u667a\u80fd\u4f53\u8d1f\u8d23\u4efb\u52a1\u5206\u89e3\u3001\u5de5\u5177\u8c03\u7528\u4ee5\u53ca\u7ed3\u679c\u805a\u5408\uff0c\u80fd\u76f4\u63a5\u5229\u7528\u6559\u5e08\u667a\u80fd\u4f53\u63d0\u4f9b\u7684 MCP-Box\uff0c\u4ece\u800c\u6709\u6548\u5904\u7406\u590d\u6742\u4efb\u52a1\u3002<\/p>\n

\u5c40\u9650\u6027\u4e0e\u6311\u6218<\/h4>\n

\u5c3d\u7ba1 AgentDistill \u5728\u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\u5c55\u73b0\u51fa\u8bf8\u591a\u4f18\u52bf\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4e5f\u9762\u4e34\u4e00\u4e9b\u5c40\u9650\u6027\u548c\u6311\u6218\u3002\u9996\u5148\uff0c\u5728\u4e0d\u540c\u9886\u57df\u6216\u4efb\u52a1\u4e2d\u6784\u5efa MCP-Box \u7684\u96be\u5ea6\u5404\u5f02\u3002\u5bf9\u4e8e\u4e00\u4e9b\u9ad8\u5ea6\u4e13\u4e1a\u5316\u7684\u4efb\u52a1\uff0c\u6784\u5efa\u901a\u7528\u4e14\u9ad8\u6548\u7684 MCP-Box \u53ef\u80fd\u8f83\u4e3a\u590d\u6742\uff0c\u9700\u8981\u5927\u91cf\u7684\u9886\u57df\u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002\u5176\u6b21\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u4f7f\u7528 MCP-Box \u65f6\u53ef\u80fd\u4f1a\u9047\u5230\u517c\u5bb9\u6027\u95ee\u9898\u3002\u7531\u4e8e MCP-Box \u662f\u7531\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u8c03\u7528\u8fd9\u4e9b\u5de5\u5177\u65f6\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u4e00\u5b9a\u7684\u9002\u914d\u548c\u8c03\u6574\u3002\u6b64\u5916\uff0cMCP-Box \u7684\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u4e5f\u53ef\u80fd\u5bf9\u5b66\u751f\u7684\u63a8\u7406\u6548\u7387\u4ea7\u751f\u4e00\u5b9a\u5f71\u54cd\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u5de5\u5177\u529f\u80fd\u5b8c\u6574\u6027\u7684\u524d\u63d0\u4e0b\u4f18\u5316 MCP-Box \u7684\u6027\u80fd\u662f\u4e00\u4e2a\u503c\u5f97\u6df1\u5165\u7814\u7a76\u7684\u95ee\u9898\u3002\u6700\u540e\uff0c\u867d\u7136 AgentDistill \u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63d0\u9ad8\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4f46\u5728\u9762\u5bf9\u4e00\u4e9b\u6781\u7aef\u60c5\u51b5\u6216\u5b8c\u5168\u672a\u77e5\u7684\u4efb\u52a1\u65f6\uff0c\u5176\u8868\u73b0\u53ef\u80fd\u4ecd\u4e0d\u5982\u4eba\u7c7b\u667a\u80fd\u4f53\u7075\u6d3b\u3002\u672a\u6765\u53ef\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316 MCP-Box \u7684\u6784\u5efa\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u5176\u5bf9\u4e0d\u540c\u4efb\u52a1\u7684\u9002\u5e94\u6027\u548c\u901a\u7528\u6027\uff0c\u540c\u65f6\u52a0\u5f3a\u5b66\u751f\u667a\u80fd\u4f53\u7684\u81ea\u6211\u5b66\u4e60\u548c\u8c03\u6574\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u9762\u5bf9\u65b0\u4efb\u52a1\u65f6\u80fd\u591f\u66f4\u5feb\u5730\u9002\u5e94\u548c\u5229\u7528 MCP-Box \u4e2d\u7684\u77e5\u8bc6\u3002<\/p>\n

\u5b9e\u9a8c\u89e3\u6790<\/h3>\n

\u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n

\u4efb\u52a1\u548c\u6570\u636e\u96c6<\/h5>\n

\u7814\u7a76\u8005\u6311\u9009\u4e86\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff08PathVQA \u548c SLAKE\uff09\u4ee5\u53ca\u6570\u5b66\u4efb\u52a1\uff08Game of 24\uff09\u8fd9\u4e09\u5927\u6781\u5177\u4ee3\u8868\u6027\u7684\u6570\u636e\u96c6\u6765\u5168\u9762\u8bc4\u4f30 AgentDistill \u7684\u5353\u8d8a\u6027\u80fd\u3002<\/p>\n

PathVQA \u6570\u636e\u96c6\u805a\u7126\u4e8e\u533b\u5b66\u9886\u57df\u7684\u89c6\u89c9\u95ee\u7b54\uff0c\u6db5\u76d6\u4e86 32,000 \u4e2a\u57fa\u4e8e 4,998 \u5f20\u533b\u5b66\u56fe\u50cf\u7684\u95ee\u9898\uff0c\u6781\u5176\u8003\u9a8c\u667a\u80fd\u4f53\u5728\u7ec4\u7ec7\u75c5\u7406\u5b66\u8303\u7574\u5185\u5bf9\u7ec6\u80de\u7c7b\u578b\u7cbe\u51c6\u8bc6\u522b\u4ee5\u53ca\u8bca\u65ad\u6807\u5fd7\u7269\u6b63\u786e\u5224\u65ad\u7684\u7cbe\u7ec6\u89c6\u89c9\u63a8\u7406\u80fd\u529b\u3002SLAKE \u6570\u636e\u96c6\u5219\u662f\u53e6\u4e00\u4e2a\u533b\u5b66\u89c6\u89c9\u95ee\u7b54\u5b9d\u5e93\uff0c\u5305\u542b 642 \u5f20\u653e\u5c04\u5b66\u56fe\u50cf\u4ee5\u53ca\u8d85 14,000 \u4e2a\u4e13\u5bb6\u7cbe\u5fc3\u6807\u6ce8\u7684\u95ee\u7b54\u5bf9\uff0c\u5728\u4e2d\u82f1\u53cc\u8bed\u73af\u5883\u91cc\u5bf9\u667a\u80fd\u4f53\u7684\u89c6\u89c9\u7406\u89e3\u53ca\u533b\u5b66\u77e5\u8bc6\u68c0\u7d22\u80fd\u529b\u53d1\u8d77\u6311\u6218\u3002<\/p>\n

Game of 24 \u6570\u636e\u96c6\u4f5c\u4e3a\u6570\u5b66\u63a8\u7406\u4e13\u9879\u6570\u636e\u96c6\uff0c\u56ca\u62ec\u4e86 1,362 \u4e2a\u8da3\u5473\u6570\u5b66\u8c1c\u9898\u3002\u6bcf\u4e2a\u8c1c\u9898\u90fd\u7531\u56db\u4e2a\u6570\u5b57\u6784\u6210\uff0c\u667a\u80fd\u4f53\u9700\u8fd0\u7528\u52a0\u51cf\u4e58\u9664\u7b49\u57fa\u7840\u8fd0\u7b97\u5de7\u5999\u7ec4\u5408\u6570\u5b57\u4ee5\u8fbe\u6210 24 \u8fd9\u4e00\u76ee\u6807\uff0c\u9898\u76ee\u6309\u7167\u4eba\u7c7b\u89e3\u51b3\u96be\u5ea6\u6392\u5e8f\uff0c\u4e14\u81f3\u5c11\u90fd\u6709\u4e00\u7ec4\u6709\u6548\u89e3\u6cd5\uff0c\u5bf9\u667a\u80fd\u4f53\u7684\u7b26\u53f7\u8fd0\u7b97\u53ca\u903b\u8f91\u63a8\u7406\u80fd\u529b\u6784\u6210\u4e25\u5cfb\u8003\u9a8c\u3002<\/p>\n

\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u8005\u4f9d\u7167 Octotools \u6846\u67b6\u4ecb\u7ecd\u7684\u57fa\u51c6\u6570\u636e\u96c6\u6784\u5efa\u65b9\u5f0f\uff0c\u4ece\u5404\u6570\u636e\u96c6\u7684\u9a8c\u8bc1\u96c6\u4e2d\u968f\u673a\u62bd\u53d6 100 \u4e2a\u6837\u672c\u7528\u4e8e MCP-Box\u7684\u751f\u6210\uff0c\u65e8\u5728\u786e\u4fdd\u5b9e\u9a8c\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u4ee3\u8868\u6027\uff0c\u4e3a\u540e\u7eed\u8bc4\u4f30\u6253\u4e0b\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n

\u6a21\u578b\u3001\u57fa\u7ebf\u548c\u6307\u6807<\/h5>\n

\u672c\u6b21\u5b9e\u9a8c\u4e2d\uff0c\u7cbe\u5fc3\u6311\u9009\u4e86\u4e09\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u5c0f\u578b\u6307\u4ee4\u8c03\u4f18\u8bed\u8a00\u6a21\u578b \u2014\u2014 GPT-3.5-turbo\u3001Qwen-8B \u548c LLaMA3.1-8B\uff0c\u5b83\u4eec\u6784\u6210\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u57fa\u7840\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6559\u5e08\u667a\u80fd\u4f53\u5219\u7531 Claude-Sonnet-4 \u9a71\u52a8\u7684\u7ba1\u7406\u667a\u80fd\u4f53\u548c\u7531 GPT-4o \u8d1f\u8d23\u7684 MCP \u521b\u5efa\u6a21\u5757\u7ec4\u6210\uff0c\u4ee3\u8868\u4e86\u5f53\u524d\u667a\u80fd\u4f53\u9886\u57df\u7684\u9876\u5c16\u6c34\u51c6\u3002<\/p>\n

\u5728\u5b9e\u9a8c\u5bf9\u6bd4\u8bbe\u7f6e\u91cc\uff0c\u7ec6\u81f4\u5212\u5206\u5e76\u6bd4\u8f83\u4e86\u56db\u79cd\u4e0d\u540c\u7684\u60c5\u5883\uff1a\u5176\u4e00\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u84b8\u998f\u524d\uff08\u5373\u672a\u6574\u5408 MCP-Box\u65f6\uff09\u7684\u539f\u59cb\u72b6\u6001\uff1b\u5176\u4e8c\uff0c\u914d\u5907\u4e86\u9884\u5b9a\u4e49\u5de5\u5177\u7684\u667a\u80fd\u4f53\uff0c\u8fd9\u7c7b\u667a\u80fd\u4f53\u57fa\u4e8e Octotools \u6846\u67b6\u5e76\u642d\u914d\u4e86\u5404\u4e2a\u4efb\u52a1\u7684\u6700\u4f73\u5de5\u5177\u7ec4\u5408\uff1b\u5176\u4e09\uff0c\u7ecf\u8fc7 AgentDistill \u84b8\u998f\u540e\u7684\u5b66\u751f\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u80fd\u591f\u8c03\u7528\u7531\u6559\u5e08\u667a\u80fd\u4f53\u7cbe\u5fc3\u751f\u6210\u7684 MCP-Box\uff1b\u5176\u56db\uff0c\u4f5c\u4e3a\u6027\u80fd\u53c2\u7167\u7684\u6559\u5e08\u667a\u80fd\u4f53\u672c\u8eab\u3002\u9700\u8981\u7740\u91cd\u6307\u51fa\u7684\u662f\uff0c\u5728\u6574\u4e2a\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u6a21\u578b\u5747\u5904\u4e8e\u51bb\u7ed3\u72b6\u6001\uff0c\u65e0\u9700\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\uff0c\u4e5f\u4e0d\u4f1a\u6d89\u53ca\u4efb\u4f55\u68af\u5ea6\u66f4\u65b0\u64cd\u4f5c\u3002<\/p>\n

\u81f3\u4e8e\u8bc4\u4f30\u6307\u6807\uff0c\u91c7\u7528\u4efb\u52a1\u51c6\u786e\u7387\u4f5c\u4e3a\u6838\u5fc3\u8861\u91cf\u6807\u51c6\uff0c\u5373\u667a\u80fd\u4f53\u5bf9\u6570\u636e\u96c6\u95ee\u9898\u6b63\u786e\u56de\u7b54\u7684\u6bd4\u7387\u3002\u901a\u8fc7\u8fd9\u4e00\u6307\u6807\uff0c\u6211\u4eec\u65e2\u53ef\u4ee5\u6e05\u6670\u5730\u8861\u91cf MCP-Box \u5bf9\u5b66\u751f\u667a\u80fd\u4f53\u6027\u80fd\u63d0\u5347\u7684\u6548\u679c\uff0c\u8fd8\u53ef\u4ee5\u7cbe\u51c6\u5730\u8bc4\u4f30\u5b66\u751f\u667a\u80fd\u4f53\u4e0e\u6559\u5e08\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u4e3a\u540e\u7eed\u7684\u6df1\u5165\u5206\u6790\u63d0\u4f9b\u6709\u529b\u7684\u6570\u636e\u652f\u6301\u3002<\/p>\n

\u7ed3\u679c\u4e0e\u5206\u6790<\/h4>\n

MCP \u7684\u6cdb\u5316\u80fd\u529b\u548c\u4f7f\u7528\u9891\u7387<\/h5>\n

\u4ece\u4e0b\u8868\u53ef\u4ee5\u770b\u51fa\uff0c\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684\u53ef\u91cd\u7528 MCP \u6a21\u5757\u6570\u91cf\u53ef\u89c2\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8c03\u7528 MCP \u7684\u9891\u7387\u4e5f\u76f8\u5f53\u9ad8\u3002\u4f8b\u5982\uff0c\u5728 PathVQA \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u5b66\u751f\u667a\u80fd\u4f53\u7684 MCP \u8c03\u7528\u7387\u8fbe\u5230 38.0%\uff0cQwen3 – 8B \u8fbe\u5230 58.3%\uff0cLLaMA3.1 – 8B \u8fbe\u5230 24.3%\uff1b\u5728 SLAKE \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u7684\u8c03\u7528\u7387\u66f4\u662f\u9ad8\u8fbe 57.3%\uff0cQwen3 – 8B \u8fbe\u5230 94.7%\uff0cLLaMA3.1 – 8B \u8fbe\u5230 57.0%\uff1b\u800c\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u548c LLaMA3.1 – 8B \u7684\u8c03\u7528\u7387\u5747\u8fbe\u5230\u4e86 100%\u3002\u8fd9\u4e00\u7cfb\u5217\u6570\u636e\u5145\u5206\u8bc1\u660e\u4e86\u6240\u63d0\u6846\u67b6\u751f\u6210\u7684 MCP \u5728\u4e0d\u540c\u8f93\u5165\u6761\u4ef6\u4e0b\u5177\u6709\u5e7f\u6cdb\u7684\u9002\u7528\u6027\u548c\u51fa\u8272\u7684\u53ef\u91cd\u7528\u6027\uff0c\u80fd\u591f\u5728\u591a\u79cd\u573a\u666f\u4e0b\u4e3a\u5b66\u751f\u667a\u80fd\u4f53\u63d0\u4f9b\u6709\u529b\u652f\u6301\u3002\u4e0b\u9762\u8fd9\u4e2a\u8868\u683c\u5c55\u793a\u4e86 MCP \u7684\u6cdb\u5316\u80fd\u529b\u548c\u4f7f\u7528\u9891\u7387\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u84b8\u998f\u540e\u7684MCP\u5728\u4e09\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u548c\u4f7f\u7528\u9891\u7387<\/p>\n

\u4e0a\u8868\u4e2d\uff0c\u201cNumber of Distilled MCP\u201d \u8868\u793a\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684\u603b\u53ef\u91cd\u7528 MCP \u6a21\u5757\u6570\u91cf\uff0c\u201cMCP – Box Calling Rate\u201d \u8861\u91cf\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8c03\u7528\u81f3\u5c11\u4e00\u4e2a MCP \u7684\u6d4b\u8bd5\u7528\u4f8b\u7684\u767e\u5206\u6bd4\u3002<\/p>\n

MCP-Box\u5bf9\u4e0d\u540c\u6570\u636e\u96c6\u7684\u63d0\u5347\u6548\u679c<\/h5>\n

\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u5b66\u751f\u667a\u80fd\u4f53\u5728\u84b8\u998f\u524d\u540e\u7684\u6027\u80fd\u5bf9\u6bd4\u3002\u5728 PathVQA \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u7684\u51c6\u786e\u7387\u4ece 45.7% \u63d0\u5347\u81f3 52.7%\uff0cQwen3 – 8B \u4ece 53.0% \u63d0\u5347\u81f3 55.3%\uff0cLLaMA3.1 – 8B \u4ece 46.7% \u63d0\u5347\u81f3 50.0%\uff1b\u5728 SLAKE \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u4ece 61.0% \u5927\u5e45\u63d0\u5347\u81f3 68.3%\uff0cQwen3 – 8B \u4ece 61.0% \u63d0\u5347\u81f3 67.7%\uff0cLLaMA3.1 – 8B \u4ece 49.3% \u63d0\u5347\u81f3 59.3%\uff1b\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0cGPT – 3.5 – turbo \u7684\u51c6\u786e\u7387\u4ece 34.3% \u98d9\u5347\u81f3 82.7%\uff0cQwen3 – 8B \u4ece 72.7% \u63d0\u5347\u81f3 79.7%\uff0cLLaMA3.1 – 8B \u4ece 21.7% \u6025\u5267\u4e0a\u5347\u81f3 64.0%\u3002\u8fd9\u4e9b\u663e\u8457\u7684\u63d0\u5347\u5145\u5206\u5f70\u663e\u4e86 MCP \u5728\u5168\u65b9\u4f4d\u589e\u5f3a\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\u65b9\u9762\u7684\u5f3a\u5927\u6548\u529b\uff0c\u65e0\u8bba\u662f\u5728\u533b\u5b66\u56fe\u50cf\u95ee\u7b54\u8fd8\u662f\u6570\u5b66\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u90fd\u80fd\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u83b7\u5f97\u8d28\u7684\u98de\u8dc3\u3002\u4e0b\u9762\u8fd9\u4e2a\u8868\u683c\u5c55\u793a\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u5728\u84b8\u998f\u524d\u540e\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4f7f\u7528AgentDistill\u8fdb\u884c\u84b8\u998f\u524d\u540e\u5b66\u751f Agent \u7684\u8868\u73b0<\/p>\n

\u4e0a\u8868\u5c55\u793a\u4e86\u4f7f\u7528 AgentDistill \u524d\u540e\u5b66\u751f\u667a\u80fd\u4f53\u7684\u51c6\u786e\u7387\u53d8\u5316\u60c5\u51b5\uff0c\u5305\u62ec\u84b8\u998f\u524d\u51c6\u786e\u7387\u3001\u84b8\u998f\u540e\u51c6\u786e\u7387\u4ee5\u53ca\u63d0\u5347\u5e45\u5ea6\u3002<\/p>\n

\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u6709\u6548\u6027\u5206\u6790<\/h5>\n

\u6df1\u5165\u5206\u6790\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u63d0\u5347\u5dee\u5f02\uff0c\u53ef\u4ee5\u53d1\u73b0\u4e00\u4e9b\u6709\u8da3\u7684\u89c4\u5f8b\u3002\u5728 SLAKE \u6570\u636e\u96c6\u4e0a\uff0c\u6240\u6709\u5b66\u751f\u6a21\u578b\u90fd\u53d6\u5f97\u4e86\u663e\u8457\u7684\u589e\u76ca\uff0c\u8fd9\u8868\u660e AgentDistill \u5728\u5904\u7406\u8bed\u4e49\u4e30\u5bcc\u7684\u89c6\u89c9\u95ee\u9898\u65f6\u5177\u6709\u72ec\u7279\u4f18\u52bf\u3002\u5176 MCP-Box\u901a\u8fc7\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u53ef\u590d\u7528\u7684\u5de5\u5177\u6a21\u5757\uff0c\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u56fe\u50cf\u63cf\u8ff0\u3001\u533b\u5b66\u77e5\u8bc6\u68c0\u7d22\u53ca\u63a8\u7406\u7b49\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u8fdb\u800c\u5b9e\u73b0\u4e86\u6027\u80fd\u7684\u5927\u5e45\u63d0\u5347\u3002\u800c\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0c\u8f83\u5f31\u7684\u6a21\u578b\uff08\u5982 GPT – 3.5 – turbo \u548c LLaMA3.1 – 8B\uff09\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u63d0\u5347\uff0c\u8fd9\u8bf4\u660e MCP-Box\u5728\u652f\u6491\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\uff08\u5982\u7b97\u672f\u8fd0\u7b97\uff09\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u901a\u8fc7\u5c06\u8fd0\u7b97\u89c4\u5219\u3001\u7ec4\u5408\u7b56\u7565\u7b49\u77e5\u8bc6\u5c01\u88c5\u5728 MCP \u4e2d\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u591f\u5feb\u901f\u638c\u63e1\u5e76\u5e94\u7528\u8fd9\u4e9b\u89c4\u5219\uff0c\u4ece\u800c\u5728\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u53d6\u5f97\u4f18\u5f02\u6210\u7ee9\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u672c\u8eab\u5728\u7b97\u672f\u4efb\u52a1\u4e0a\u8868\u73b0\u8f83\u5f3a\u7684\u6a21\u578b\uff08\u5982 Qwen3 – 8B\uff09\u63d0\u5347\u5e45\u5ea6\u76f8\u5bf9\u8f83\u5c0f\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u5176\u57fa\u7840\u6027\u80fd\u5df2\u7ecf\u8f83\u4e3a\u63a5\u8fd1\u5929\u82b1\u677f\uff0c\u63d0\u5347\u7a7a\u95f4\u6709\u9650\u3002<\/p>\n

\u4ece\u6570\u636e\u96c6\u7279\u70b9\u6765\u770b\uff0cSLAKE \u6570\u636e\u96c6\u4e2d\u7684\u95ee\u9898\u901a\u5e38\u9700\u8981\u5bf9\u533b\u5b66\u56fe\u50cf\u8fdb\u884c\u7cbe\u7ec6\u7684\u89c6\u89c9\u5206\u6790\uff0c\u5e76\u7ed3\u5408\u4e30\u5bcc\u7684\u533b\u5b66\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\uff0c\u8fd9\u4e0e MCP-Box\u4e2d\u5c01\u88c5\u7684\u56fe\u50cf\u5904\u7406\u548c\u77e5\u8bc6\u68c0\u7d22\u5de5\u5177\u9ad8\u5ea6\u5951\u5408\u3002\u56e0\u6b64\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5728\u8c03\u7528 MCP \u65f6\u80fd\u591f\u5145\u5206\u53d1\u6325\u5176\u4f18\u52bf\uff0c\u5b9e\u73b0\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u800c\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0c\u7531\u4e8e\u5176\u4efb\u52a1\u6027\u8d28\u66f4\u4fa7\u91cd\u4e8e\u903b\u8f91\u63a8\u7406\u548c\u7b26\u53f7\u8fd0\u7b97\uff0cMCP-Box\u4e2d\u7684\u6570\u5b66\u8fd0\u7b97\u6a21\u5757\u80fd\u591f\u76f4\u63a5\u4e3a\u5b66\u751f\u667a\u80fd\u4f53\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u90a3\u4e9b\u539f\u672c\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\u80fd\u529b\u8f83\u5f31\u7684\u6a21\u578b\uff0c\u63d0\u5347\u6548\u679c\u66f4\u4e3a\u660e\u663e\u3002<\/p>\n

\u4ece\u6a21\u578b\u67b6\u6784\u548c\u53c2\u6570\u89c4\u6a21\u7684\u89d2\u5ea6\u5206\u6790\uff0cGPT – 3.5 – turbo \u548c LLaMA3.1 – 8B \u7b49\u6a21\u578b\u5728\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u80fd\u529b\u4e0a\u76f8\u5bf9\u6709\u9650\uff0c\u56e0\u6b64\u5728\u9762\u5bf9\u590d\u6742\u7684\u63a8\u7406\u4efb\u52a1\u65f6\uff0c\u66f4\u5bb9\u6613\u53d7\u5230\u81ea\u8eab\u80fd\u529b\u7684\u9650\u5236\u3002\u800c MCP-Box\u7684\u5f15\u5165\u4e3a\u8fd9\u4e9b\u6a21\u578b\u63d0\u4f9b\u4e86\u989d\u5916\u7684\u63a8\u7406\u80fd\u529b\u548c\u77e5\u8bc6\u652f\u6301\uff0c\u4f7f\u5176\u80fd\u591f\u7a81\u7834\u539f\u6709\u7684\u6027\u80fd\u74f6\u9888\u3002\u800c\u5bf9\u4e8e Qwen3 – 8B \u8fd9\u79cd\u672c\u8eab\u5728\u6570\u5b66\u63a8\u7406\u65b9\u9762\u8868\u73b0\u8f83\u5f3a\u7684\u6a21\u578b\uff0c\u5176\u5185\u90e8\u7684\u63a8\u7406\u673a\u5236\u548c\u77e5\u8bc6\u50a8\u5907\u5df2\u7ecf\u8f83\u4e3a\u5b8c\u5584\uff0cMCP-Box\u5bf9\u5176\u7684\u63d0\u5347\u5e45\u5ea6\u76f8\u5bf9\u8f83\u5c0f\uff0c\u4f46\u4e5f\u4ecd\u7136\u80fd\u591f\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f18\u5316\u5176\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

MCP-Box\u4e0e\u6559\u5e08\u667a\u80fd\u4f53\u7684\u6027\u80fd\u5dee\u8ddd\u7f29\u5c0f\u60c5\u51b5<\/h5>\n

\u4ece\u4e0b\u8868\u53ef\u4ee5\u770b\u5230\uff0c\u914d\u5907 MCP-Box\u7684\u5b66\u751f\u667a\u80fd\u4f53\u4e0e\u53c2\u8003\u6559\u5e08\u667a\u80fd\u4f53\uff08Claude 4 + GPT – 4o\uff09\u4ee5\u53ca\u57fa\u4e8e\u68c0\u7d22\u7684\u7cfb\u7edf\uff08Octotools \u548c\u9884\u5b9a\u4e49\u5de5\u5177\u7684\u667a\u80fd\u4f53\uff09\u76f8\u6bd4\uff0c\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u5c55\u73b0\u51fa\u5f3a\u52b2\u7684\u7ade\u4e89\u529b\u3002\u5728 PathVQA \u6570\u636e\u96c6\u4e0a\uff0c\u84b8\u998f\u540e\u7684\u5b66\u751f\u667a\u80fd\u4f53\u5e73\u5747\u51c6\u786e\u7387\u8fbe\u5230 52.7%\uff0c\u4e0e\u6559\u5e08\u667a\u80fd\u4f53\u7684 52% \u76f8\u5f53\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u57fa\u4e8e\u68c0\u7d22\u7684\u53d8\u4f53\uff08Octotools \u7684 49% \u548c\u9884\u5b9a\u4e49\u5de5\u5177\u667a\u80fd\u4f53\u7684 51.3%\uff09\u3002\u8fd9\u8868\u660e\u5728\u533b\u5b66\u56fe\u50cf\u95ee\u7b54\u9886\u57df\uff0cAgentDistill \u751f\u6210\u7684 MCP-Box\u80fd\u591f\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u5728\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u51e0\u4e4e\u8fbe\u5230\u6559\u5e08\u667a\u80fd\u4f53\u7684\u6c34\u5e73\u3002\u5728 SLAKE \u6570\u636e\u96c6\u4e0a\uff0cMCP-Box\u52a9\u529b\u7684\u5b66\u751f\u667a\u80fd\u4f53\u8fbe\u5230\u4e86 65.1% \u7684\u51c6\u786e\u7387\uff0c\u867d\u7565\u4f4e\u4e8e\u6559\u5e08\u667a\u80fd\u4f53\u7684 66%\uff0c\u4f46\u5df2\u5927\u5e45\u9886\u5148\u4e8e\u4e24\u4e2a\u57fa\u4e8e\u68c0\u7d22\u7684\u57fa\u7ebf\uff08Octotools \u7684 64% \u548c\u9884\u5b9a\u4e49\u5de5\u5177\u667a\u80fd\u4f53\u7684 57.7%\uff09\u3002\u800c\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0c\u5c3d\u7ba1\u6559\u5e08\u667a\u80fd\u4f53\u4ee5 99% \u7684\u8d85\u9ad8\u51c6\u786e\u7387\u9065\u9065\u9886\u5148\uff0c\u4f46\u5b66\u751f\u667a\u80fd\u4f53\u5728\u84b8\u998f\u540e\u4e5f\u53d6\u5f97\u4e86 75.5% \u7684\u6210\u7ee9\uff0c\u4e0d\u4ec5\u8fdc\u8d85 Octotools\uff0845%\uff09\u548c\u9884\u5b9a\u4e49\u5de5\u5177\u667a\u80fd\u4f53\uff0848%\uff09\uff0c\u8fd8\u663e\u793a\u51fa\u5c0f\u578b\u6a21\u578b\u5728 AgentDistill \u6846\u67b6\u4e0b\u5f3a\u5927\u7684\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\u3002\u4e0b\u9762\u8fd9\u4e2a\u8868\u683c\u5c55\u793a\u4e86\u6559\u5e08\u667a\u80fd\u4f53\u4e0e\u84b8\u998f\u540e\u5b66\u751f\u667a\u80fd\u4f53\u7684\u5e73\u5747\u6027\u80fd\u5bf9\u6bd4\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u77e5\u8bc6\u84b8\u998f\u540e\u6559\u5e08Agent\u4e0e\u5b66\u751fAgent\u5e73\u5747\u6027\u80fd\u7684\u6bd4\u8f83<\/p>\n

\u4e0a\u8868\u4e2d\uff0c\u5c55\u793a\u4e86 Octotools\uff08GPT-4o\uff09\u3001\u9884\u5b9a\u4e49\u5de5\u5177\u7684\u667a\u80fd\u4f53\u3001\u6559\u5e08\u667a\u80fd\u4f53\u4ee5\u53ca\u84b8\u998f\u540e\u5b66\u751f\u667a\u80fd\u4f53\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u7684\u6df1\u5165\u8ba8\u8bba<\/h5>\n

\u7ed3\u5408\u65b9\u6cd5\u7684\u7279\u70b9\u548c\u5b9e\u9a8c\u8bbe\u7f6e\uff0c\u6211\u4eec\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63a2\u8ba8\u5bfc\u81f4\u4e0d\u540c\u7ed3\u679c\u7684\u539f\u56e0\u3002\u9996\u5148\uff0c\u6570\u636e\u96c6\u7684\u7279\u6027\u5bf9\u6027\u80fd\u63d0\u5347\u6709\u7740\u663e\u8457\u5f71\u54cd\u3002\u4f8b\u5982\uff0cPathVQA \u548c SLAKE \u6570\u636e\u96c6\u4fa7\u91cd\u4e8e\u533b\u5b66\u56fe\u50cf\u95ee\u7b54\uff0c\u8fd9\u7c7b\u4efb\u52a1\u901a\u5e38\u9700\u8981\u5bf9\u56fe\u50cf\u8fdb\u884c\u7cbe\u7ec6\u7684\u89c6\u89c9\u5206\u6790\u5e76\u7ed3\u5408\u533b\u5b66\u77e5\u8bc6\u8fdb\u884c\u63a8\u7406\u3002AgentDistill \u7684 MCP-Box\u901a\u8fc7\u5c06\u56fe\u50cf\u63cf\u8ff0\u3001\u533b\u5b66\u77e5\u8bc6\u68c0\u7d22\u548c\u63a8\u7406\u7b49\u5b50\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u590d\u7528\u7684\u6a21\u5757\uff0c\u4f7f\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u8fd9\u4e9b\u590d\u6742\u4efb\u52a1\uff0c\u4ece\u800c\u5728\u8fd9\u4e9b\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u8f83\u4e3a\u7a33\u5b9a\u7684\u63d0\u5347\u3002\u800c\u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\uff0c\u7531\u4e8e\u5176\u4e3b\u8981\u8003\u9a8c\u6570\u5b66\u63a8\u7406\u548c\u7b26\u53f7\u8fd0\u7b97\u80fd\u529b\uff0cMCP-Box\u4e2d\u5c01\u88c5\u7684\u8fd0\u7b97\u89c4\u5219\u548c\u7ec4\u5408\u7b56\u7565\u6a21\u5757\u80fd\u591f\u76f4\u63a5\u4e3a\u5b66\u751f\u667a\u80fd\u4f53\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\uff0c\u56e0\u6b64\u5bf9\u4e8e\u539f\u672c\u5728\u8fd9\u65b9\u9762\u80fd\u529b\u8f83\u5f31\u7684\u6a21\u578b\u63d0\u5347\u5c24\u4e3a\u663e\u8457\u3002<\/p>\n

\u4ece\u6a21\u578b\u5dee\u5f02\u89d2\u5ea6\u6765\u770b\uff0c\u4e0d\u540c\u57fa\u7840\u6a21\u578b\u5728\u84b8\u998f\u524d\u540e\u7684\u6027\u80fd\u53d8\u5316\u4e5f\u5404\u6709\u7279\u70b9\u3002\u50cf GPT-3.5-turbo \u8fd9\u6837\u7684\u6a21\u578b\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u90fd\u8868\u73b0\u51fa\u8f83\u4e3a\u660e\u663e\u7684\u63d0\u5347\uff0c\u8bf4\u660e\u5176\u5728\u7ed3\u5408 MCP-Box\u540e\u80fd\u591f\u8f83\u597d\u5730\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u7684\u8981\u6c42\u3002\u800c Qwen3-8B \u5728 Game of 24 \u6570\u636e\u96c6\u4e0a\u63d0\u5347\u5e45\u5ea6\u76f8\u5bf9\u8f83\u5c0f\uff0c\u53ef\u80fd\u662f\u56e0\u4e3a\u5176\u672c\u8eab\u5728\u7b97\u672f\u63a8\u7406\u65b9\u9762\u5df2\u7ecf\u5177\u5907\u8f83\u5f3a\u7684\u80fd\u529b\uff0cMCP-Box \u5bf9\u5176\u7684\u63d0\u5347\u7a7a\u95f4\u76f8\u5bf9\u6709\u9650\u3002\u6b64\u5916\uff0c\u6a21\u578b\u7684\u67b6\u6784\u548c\u53c2\u6570\u89c4\u6a21\u4e5f\u53ef\u80fd\u5f71\u54cd\u5176\u5bf9 MCP-Box \u7684\u517c\u5bb9\u6027\u548c\u5229\u7528\u6548\u7387\uff0c\u8fd9\u9700\u8981\u5728\u672a\u6765\u7684\u7814\u7a76\u4e2d\u8fdb\u4e00\u6b65\u4f18\u5316\u548c\u8c03\u6574\uff0c\u4ee5\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n

\u7efc\u5408\u6765\u770b\uff0cAgentDistill \u5728\u5b9e\u9a8c\u4e2d\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u4f18\u52bf\u548c\u5de8\u5927\u7684\u6f5c\u529b\u3002\u5b83\u4e0d\u4ec5\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u663e\u8457\u63d0\u5347\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u7684\u6027\u80fd\uff0c\u8fd8\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f29\u5c0f\u4e86\u4e0e\u6559\u5e08\u667a\u80fd\u4f53\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u4e3a\u667a\u80fd\u4f53\u84b8\u998f\u6280\u672f\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u548c\u601d\u8def\u3002\u4e0b\u9762\u8fd9\u4e2a\u56fe\u5c55\u793a\u4e86\u5728\u4e09\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u5728\u4e09\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\u6bd4\u8f83<\/p>\n

\u4e0a\u56fe\u663e\u793a\u4e86\u7ecf\u8fc7 AgentDistill \u5904\u7406\u540e\uff0c\u914d\u5907\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u9aa8\u5e72\u7684\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u591f\u5b9e\u73b0\u4e0e\u4f7f\u7528\u5f3a\u5927 LLM\uff08\u5982 OctoTools\uff08GPT-4o\uff09\uff09\u7684\u9ad8\u7ea7\u7cfb\u7edf\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u51f8\u663e\u4e86\u6211\u4eec\u6846\u67b6\u5728\u6784\u5efa\u53ef\u6269\u5c55\u4e14\u6210\u672c\u9ad8\u6548\u7684\u667a\u80fd\u4f53\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u6848\u4f8b\u7814\u7a76\uff1a\u8111\u90e8 MRI \u5206\u6790<\/h4>\n

\u4ee5\u8111\u90e8 MRI \u5206\u6790\u4e3a\u4f8b\uff0cAgentDistill \u6846\u67b6\u7684\u5b9e\u9645\u5e94\u7528\u6548\u679c\u5f97\u5230\u4e86\u751f\u52a8\u5c55\u73b0\u3002\u6559\u5e08\u667a\u80fd\u4f53\u9488\u5bf9\u72ed\u7a84\u5b50\u4efb\u52a1\u751f\u6210\u4e86\u4e24\u4e2a MCP\uff0c\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u68c0\u6d4b\u4eae\u6591\u533a\u57df\uff0c\u53e6\u4e00\u4e2a\u5219\u4fa7\u91cd\u4e8e\u5206\u6790\u5de6\u4fa7\u8111\u534a\u7403\u3002\u901a\u8fc7 AgentDistill \u7684\u6574\u5408\u5904\u7406\uff0c\u8fd9\u4e24\u4e2a MCP \u88ab\u5de7\u5999\u5730\u878d\u5408\u4e3a\u4e00\u4e2a\u53c2\u6570\u5316\u7684 MCP \u6a21\u677f\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5173\u952e\u53c2\u6570\u5982\u533a\u57df\uff08region\uff09\u3001\u5206\u6790\u6a21\u5f0f\uff08analysis_mode\uff09\u548c\u9608\u503c\u4e58\u6570\uff08bright_threshold_multiplier\uff09\u88ab\u66b4\u9732\u51fa\u6765\uff0c\u4ece\u800c\u652f\u6301\u591a\u6837\u5316\u7684\u914d\u7f6e\u9009\u9879\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 AgentDistill \u6784\u9020\u901a\u7528 MCP \u7684\u8fc7\u7a0b\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

AgentDistill \u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u6cdb\u5316\u7684 MCP\uff0c\u8be5\u7a0b\u5e8f\u662f\u4ece\u6559\u5e08\u751f\u6210\u7684\u5b50\u4efb\u52a1\u4e2d\u63d0\u70bc\u800c\u6210\u7684<\/p>\n

\u4e0a\u56fe\u4e2d\uff0c\u7eff\u8272\u548c\u84dd\u8272 MCP \u5206\u522b\u9488\u5bf9\u7279\u5b9a\u76ee\u6807\uff08\u4f8b\u5982\uff0c\u4eae\u6591\u68c0\u6d4b\u3001\u5de6\u4fa7\u5206\u6790\uff09\uff0c\u5b83\u4eec\u88ab\u6574\u5408\u6210\u4e00\u4e2a\u53ef\u590d\u7528\u7684\u53c2\u6570\u5316 MCP\uff08\u9ec4\u8272\uff09\u3002\u901a\u8fc7\u8c03\u6574 region \u548c analysis_mode \u7b49\u53c2\u6570\uff0c\u84b8\u998f\u540e\u7684 MCP \u53ef\u7075\u6d3b\u590d\u7528\u4e8e\u4e0d\u540c\u4efb\u52a1\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u3002<\/p>\n

\u539f\u59cb\u7684\u4e24\u4e2a MCP \u5206\u522b\u5bf9\u5e94\u7279\u5b9a\u7684\u5206\u6790\u76ee\u6807\uff1a\u4e00\u4e2a\u7528\u4e8e\u5206\u6790\u8111\u90e8 MRI \u56fe\u50cf\u4ee5\u68c0\u6d4b\u4eae\u6591\u533a\u57df\uff0c\u53e6\u4e00\u4e2a\u5219\u7528\u4e8e\u5206\u6790\u5de6\u4fa7\u8111\u534a\u7403\u662f\u5426\u5b58\u5728\u75be\u75c5\u3002\u7ecf\u8fc7\u84b8\u998f\u540e\u7684 MCP \u6a21\u677f\u5219\u53d8\u5f97\u66f4\u52a0\u901a\u7528\u548c\u7075\u6d3b\u3002\u4f8b\u5982\uff0c\u5728\u5206\u6790\u4e0d\u540c\u8111\u533a\uff08\u5982\u4ece\u5de6\u4fa7\u8111\u534a\u7403\u6269\u5c55\u5230\u5168\u8111\uff09\u65f6\uff0c\u53ea\u9700\u7b80\u5355\u8c03\u6574 region \u53c2\u6570\u5373\u53ef\uff1b\u5728\u6539\u53d8\u5206\u6790\u6a21\u5f0f\uff08\u4ece\u57fa\u7840\u7684\u5f02\u5e38 \/ \u6b63\u5e38\u5224\u65ad\u5230\u8be6\u7ec6\u7684\u75be\u75c5\u8bca\u65ad\uff09\u65f6\uff0canalysis_mode \u53c2\u6570\u80fd\u591f\u8f7b\u677e\u6ee1\u8db3\u9700\u6c42\uff1b\u751a\u81f3\u5728\u8c03\u6574\u56fe\u50cf\u7279\u5f81\u68c0\u6d4b\u7075\u654f\u5ea6\u65f6\uff0c\u4e5f\u53ea\u9700\u4fee\u6539\u76f8\u5e94\u7684\u9608\u503c\u4e58\u6570\u53c2\u6570\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u4efb\u52a1\u8bed\u4e49\u4e0e\u5b9e\u73b0\u903b\u8f91\u7684\u89e3\u8026\uff0c\u8fd8\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u80fd\u591f\u5728\u4e0d\u6539\u53d8\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u9002\u5e94\u65b0\u7684\u4e34\u5e8a\u573a\u666f\uff0c\u5982\u4ece MRI \u5206\u6790\u5207\u6362\u5230 CT \u5206\u6790\uff0c\u6216\u662f\u4ece\u7b80\u5355\u7684\u5f02\u5e38\u68c0\u6d4b\u5347\u7ea7\u5230\u590d\u6742\u7684\u8be6\u7ec6\u8bca\u65ad\u3002\u8fd9\u79cd\u5e7f\u6cdb\u7684\u9002\u5e94\u6027\u548c\u7075\u6d3b\u6027\uff0c\u6b63\u662f AgentDistill \u8fd9\u79cd\u65e0\u8bad\u7ec3\u84b8\u998f\u7ba1\u9053\u7684\u6838\u5fc3\u4f18\u52bf\u6240\u5728\uff0c\u5b83\u6210\u529f\u5730\u5c06\u6559\u5e08\u667a\u80fd\u4f53\u7684\u96f6\u6563\u8bed\u8a00\u75d5\u8ff9\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u6a21\u5757\u5316\u548c\u53ef\u7ec4\u5408\u7684\u5de5\u5177\uff0c\u4e3a\u5b66\u751f\u667a\u80fd\u4f53\u5728\u52a8\u6001\u6216\u4e0d\u719f\u6089\u73af\u5883\u4e2d\u63d0\u4f9b\u575a\u5b9e\u7684\u652f\u6301\u3002<\/p>\n

\u5728\u5b9e\u9645\u7684\u8111\u90e8 MRI \u5206\u6790\u6848\u4f8b\u4e2d\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u5229\u7528\u84b8\u998f\u540e\u7684 MCP-Box\uff0c\u6210\u529f\u5730\u5b8c\u6210\u4e86\u591a\u79cd\u4e0d\u540c\u7684\u8bca\u65ad\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u9879\u9488\u5bf9\u8111\u90e8\u80bf\u7624\u68c0\u6d4b\u7684\u4efb\u52a1\u4e2d\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u901a\u8fc7\u8c03\u7528 MCP-Box \u4e2d\u7684\u56fe\u50cf\u5904\u7406\u5de5\u5177\uff0c\u5bf9 MRI \u56fe\u50cf\u8fdb\u884c\u9884\u5904\u7406\u548c\u7279\u5f81\u63d0\u53d6\uff0c\u7136\u540e\u5229\u7528\u75be\u75c5\u5206\u6790\u5de5\u5177\u5bf9\u63d0\u53d6\u7684\u7279\u5f81\u8fdb\u884c\u8bca\u65ad\uff0c\u6700\u7ec8\u51c6\u786e\u5730\u5224\u65ad\u51fa\u80bf\u7624\u7684\u5b58\u5728\u4e0e\u5426\u4ee5\u53ca\u5176\u5927\u81f4\u4f4d\u7f6e\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u5c55\u793a\u4e86 MCP-Box\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6709\u6548\u6027\uff0c\u8fd8\u4f53\u73b0\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u5728 AgentDistill \u6846\u67b6\u4e0b\u7684\u5f3a\u5927\u4efb\u52a1\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n

\u603b\u7ed3<\/h3>\n

AgentDistill \u4f5c\u4e3a\u4e00\u79cd\u65b0\u9896\u4e14\u65e0\u9700\u8bad\u7ec3\u7684\u667a\u80fd\u4f53\u84b8\u998f\u6846\u67b6\uff0c\u51ed\u501f\u5176\u72ec\u7279\u4f18\u52bf\u5728\u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\u5d2d\u9732\u5934\u89d2\u3002\u5b83\u901a\u8fc7\u5c06\u6559\u5e08\u667a\u80fd\u4f53\u751f\u6210\u7684 MCP \u8fdb\u884c\u62bd\u8c61\u3001\u805a\u7c7b\u548c\u6574\u5408\uff0c\u6784\u5efa\u51fa\u9ad8\u6548\u7684 MCP-Box\uff0c\u5e76\u5c06\u5176\u76f4\u63a5\u6302\u8f7d\u5230\u5b66\u751f\u667a\u80fd\u4f53\u7684\u5de5\u5177\u63a5\u53e3\uff0c\u5b9e\u73b0\u77e5\u8bc6\u7684\u9ad8\u6548\u8fc1\u79fb\u3002\u8fd9\u4e00\u8fc7\u7a0b\u65e0\u9700\u5bf9\u5b66\u751f\u667a\u80fd\u4f53\u8fdb\u884c\u4efb\u4f55\u68af\u5ea6\u66f4\u65b0\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\uff0c\u540c\u65f6\u663e\u8457\u63d0\u5347\u4e86\u5b66\u751f\u667a\u80fd\u4f53\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002\u5b9e\u9a8c\u7ed3\u679c\u6709\u529b\u5730\u8bc1\u660e\u4e86 AgentDistill \u5728\u4e0d\u540c\u6570\u636e\u96c6\u548c\u6a21\u578b\u4e0a\u7684\u5353\u8d8a\u6709\u6548\u6027\uff0c\u7279\u522b\u662f\u5728\u7f29\u5c0f\u4e0e\u6559\u5e08\u667a\u80fd\u4f53\u6027\u80fd\u5dee\u8ddd\u65b9\u9762\u5c55\u73b0\u51fa\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6548\u679c\u3002\u65e0\u8bba\u662f\u533b\u5b66\u56fe\u50cf\u95ee\u7b54\u8fd8\u662f\u6570\u5b66\u63a8\u7406\u4efb\u52a1\uff0c\u914d\u5907 MCP-Box\u7684\u5b66\u751f\u667a\u80fd\u4f53\u90fd\u80fd\u5728\u6027\u80fd\u4e0a\u4e0e\u5f3a\u5927\u7684\u6559\u5e08\u667a\u80fd\u4f53\u76f8\u5ab2\u7f8e\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8d85\u8d8a\u57fa\u4e8e\u66f4\u5f3a\u5927 LLM \u7684\u52a8\u6001\u68c0\u7d22\u548c\u5de5\u5177\u7f16\u6392\u7cfb\u7edf\uff0c\u4e3a\u667a\u80fd\u4f53\u84b8\u998f\u6280\u672f\u7684\u53d1\u5c55\u5f00\u8f9f\u4e86\u65b0\u9053\u8def\u3002<\/p>\n

\u867d\u7136 AgentDistill \u770b\u4e0a\u53bb\u5b9e\u9a8c\u6570\u636e\u5f88\u6f02\u4eae\uff0c\u4f46\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u4f9d\u7136\u5e7f\u9614\u4e14\u5145\u6ee1\u6311\u6218\u3002\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316 MCP-Box \u7684\u6784\u5efa\u8fc7\u7a0b\u3002\u76ee\u524d\uff0cMCP \u7684\u62bd\u8c61\u3001\u805a\u7c7b\u548c\u6574\u5408\u6b65\u9aa4\u867d\u7136\u6709\u6548\uff0c\u4f46\u5728\u5904\u7406\u9ad8\u5ea6\u590d\u6742\u6216\u4e13\u4e1a\u5316\u7684\u4efb\u52a1\u65f6\uff0c\u4ecd\u53ef\u80fd\u5b58\u5728\u4e00\u5b9a\u7684\u5c40\u9650\u6027\u3002\u56e0\u6b64\uff0c\u63a2\u7d22\u66f4\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ee5\u63d0\u9ad8 MCP-Box \u6784\u5efa\u7684\u6548\u7387\u3001\u51c6\u786e\u6027\u548c\u901a\u7528\u6027\uff0c\u5c06\u662f\u91cd\u8981\u4f18\u5316\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5f00\u53d1\u66f4\u667a\u80fd\u7684\u4ee3\u7801\u5206\u6790\u548c\u6539\u5199\u5de5\u5177\uff0c\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u548c\u63d0\u53d6 MCP \u4e2d\u7684\u5173\u952e\u529f\u80fd\u6a21\u5757\uff0c\u540c\u65f6\u66f4\u597d\u5730\u4fdd\u7559\u5176\u8bed\u4e49\u5b8c\u6574\u6027\u548c\u53ef\u6267\u884c\u6027\uff1b\u6216\u8005\u7814\u7a76\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u805a\u7c7b\u65b9\u6cd5\uff0c\u4ee5\u66f4\u7cbe\u51c6\u5730\u5bf9 MCP \u8fdb\u884c\u529f\u80fd\u5206\u7ec4\uff0c\u4ece\u800c\u63d0\u5347 MCP-Box \u7684\u7ec4\u7ec7\u548c\u68c0\u7d22\u6548\u7387\u3002<\/p>\n

\u5176\u6b21\uff0c\u62d3\u5c55 AgentDistill \u6846\u67b6\u5728\u5176\u4ed6\u9886\u57df\u548c\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u8303\u56f4\u4e5f\u662f\u672a\u6765\u7814\u7a76\u7684\u5173\u952e\u65b9\u5411\u4e4b\u4e00\u3002\u76ee\u524d\u7684\u5b9e\u9a8c\u4e3b\u8981\u96c6\u4e2d\u5728\u89c6\u89c9\u95ee\u7b54\u548c\u6570\u5b66\u63a8\u7406\u9886\u57df\uff0c\u4f46\u667a\u80fd\u4f53\u84b8\u998f\u6280\u672f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u4eba\u63a7\u5236\u3001\u6e38\u620f AI \u7b49\u4f17\u591a\u9886\u57df\u90fd\u5177\u6709\u5de8\u5927\u7684\u5e94\u7528\u6f5c\u529b\u3002\u8fd9\u8fd8\u9700\u63a2\u7d22\u5982\u4f55\u5c06 AgentDistill \u7684\u6838\u5fc3\u601d\u60f3\u9002\u914d\u5230\u8fd9\u4e9b\u65b0\u9886\u57df\uff0c\u89e3\u51b3\u4e0d\u540c\u9886\u57df\u4efb\u52a1\u6240\u9762\u4e34\u7684\u72ec\u7279\u6311\u6218\u3002<\/p>\n

\u6b64\u5916\uff0c\u8fd8\u9700\u6df1\u5165\u7814\u7a76\u5982\u4f55\u589e\u5f3a\u5b66\u751f\u667a\u80fd\u4f53\u5728\u4f7f\u7528 MCP-Box \u65f6\u7684\u81ea\u9002\u5e94\u80fd\u529b\u3002\u5f53\u524d\uff0c\u5b66\u751f\u667a\u80fd\u4f53\u867d\u7136\u80fd\u591f\u8c03\u7528 MCP-Box \u4e2d\u7684\u5de5\u5177\uff0c\u4f46\u5728\u9762\u5bf9\u590d\u6742\u591a\u53d8\u7684\u73af\u5883\u6216\u4efb\u52a1\u65f6\uff0c\u5176\u5de5\u5177\u9009\u62e9\u548c\u53c2\u6570\u8c03\u6574\u7b56\u7565\u4ecd\u6709\u5f85\u4f18\u5316\u3002\u672a\u6765\uff0c\u8fd8\u53ef\u4ee5\u8003\u8651\u5f15\u5165\u5f3a\u5316\u5b66\u4e60\u673a\u5236\uff0c\u8ba9\u5b66\u751f\u667a\u80fd\u4f53\u5728\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u5b66\u4e60\u548c\u8c03\u6574\u81ea\u5df1\u7684\u5de5\u5177\u4f7f\u7528\u7b56\u7565\uff0c\u4ece\u800c\u66f4\u597d\u5730\u53d1\u6325 MCP-Box \u7684\u6f5c\u529b\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5982\u4f55\u901a\u8fc7 MCP-Box \u5b9e\u73b0\u5b66\u751f\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\u548c\u77e5\u8bc6\u5171\u4eab\uff0c\u6784\u5efa\u66f4\u52a0\u667a\u80fd\u3001\u9ad8\u6548\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u4e5f\u662f\u503c\u5f97\u6df1\u5165\u63a2\u7d22\u7684\u65b9\u5411\u3002<\/p>\n

\u7efc\u4e0a\u6765\u770b\uff0cAgentDistill \u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u666f\u7684\u7814\u7a76\u8d77\u70b9\u3002\u901a\u8fc7\u6df1\u5165\u7814\u7a76 AgentDistill \u6846\u67b6\uff0c\u6211\u4eec\u5bf9\u5176\u5728\u667a\u80fd\u4f53\u84b8\u998f\u9886\u57df\u7684\u521b\u65b0\u6027\u548c\u6f5c\u529b\u6709\u4e86\u66f4\u6df1\u523b\u7684\u8ba4\u8bc6\u3002\u8fd9\u8ba9\u6211\u4f1a\u60f3\u8d77 alita \u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u4e5f\u662f\u901a\u8fc7 MCP \u7684\u65b9\u5f0f\u5b9e\u73b0\u77e5\u8bc6\u8fc1\u79fb\u4e0e\u5c01\u88c5\u3002AgentDistill \u901a\u8fc7 MCP-Box\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u77e5\u8bc6\u8fc1\u79fb\uff0c\u8fd9\u4e00\u6280\u672f\u5728\u7406\u8bba\u4e0a\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf\uff0c\u5728\u5b9e\u9a8c\u573a\u666f\u4e5f\u5c55\u793a\u51fa\u4e86\u9ad8\u6027\u80fd\u7684\u8868\u73b0\u3002\u4ece\u533b\u5b66\u56fe\u50cf\u95ee\u7b54\u5230\u6570\u5b66\u63a8\u7406\u4efb\u52a1\uff0cAgentDistill \u90fd\u80fd\u591f\u663e\u8457\u63d0\u5347\u5b66\u751f\u667a\u80fd\u4f53\u7684\u6027\u80fd\uff0c\u4f7f\u5176\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u8fd9\u79cd Agent \u84b8\u998f\u65b9\u6cd5\u6613\u64cd\u4f5c\uff0c\u5f88\u5177\u6709\u5b9e\u9645\u843d\u5730\u4ef7\u503c\uff0c\u6536\u83b7\u6ee1\u6ee1\uff01<\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

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