[2026-02-28 13:16:51,269] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 13:16:51,270] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 13:16:51,271] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 13:16:51,271] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 13:16:51,271] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 13:16:51,271] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 13:16:51,272] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: claude-sonnet-4-6 [2026-02-28 13:16:51,273] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 13:16:51,273] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 13:16:51,273] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 13:59:08,843] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 13:59:08,844] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 13:59:08,845] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 13:59:08,845] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 13:59:08,845] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 13:59:08,845] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 13:59:08,846] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: claude-sonnet-4-6 [2026-02-28 13:59:08,847] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 13:59:08,848] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 13:59:08,848] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 13:59:40,111] [agent.CLIENT] INFO: ======================================================= [2026-02-28 13:59:41,400] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:00:07,071] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:00:51,574] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:02:14,371] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:04:03,060] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:15:21,435] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:15:21,437] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:15:21,437] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:15:21,438] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:15:21,438] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:15:21,438] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:15:21,439] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: claude-sonnet-4-6 [2026-02-28 14:15:21,730] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:15:21,731] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:15:21,731] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:15:37,946] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:15:38,634] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1+1į­‰äēŽå¤šå°‘ [2026-02-28 14:15:39,212] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1+1į­‰äēŽå¤šå°‘... [2026-02-28 14:15:40,563] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:15:47,714] [agent.LLM] INFO: 💭 分析意回: 1+1į­‰äēŽå¤šå°‘... [2026-02-28 14:15:50,157] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:17:52,834] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:17:52,836] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:17:52,837] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:17:52,837] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:17:52,837] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:17:52,838] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:17:52,839] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: claude-sonnet-4-6 [2026-02-28 14:17:53,009] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:17:53,010] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:17:53,010] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:18:02,052] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:18:02,614] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:18:03,083] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:18:04,093] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:18:07,998] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:18:09,082] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:19:28,781] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:19:28,781] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:19:28,782] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:19:28,782] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:19:28,783] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:19:28,783] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:19:28,783] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:19:28,912] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:19:28,913] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:19:28,913] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:19:38,773] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:19:38,773] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:19:38,774] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:19:38,774] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:19:38,774] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:19:38,774] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:24:25,989] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:24:25,990] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:24:25,991] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:24:25,991] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:24:25,991] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:24:25,991] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:24:25,992] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:24:26,120] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:24:26,120] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:24:26,121] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:24:47,520] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:24:47,520] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:24:47,521] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:24:47,521] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:24:47,521] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:24:47,521] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:26:41,628] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:26:41,629] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:26:41,630] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:26:41,630] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:26:41,631] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:26:41,631] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:26:41,632] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:26:41,764] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:26:41,764] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:26:41,765] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:26:52,266] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:26:52,266] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:26:52,267] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:26:52,267] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:26:52,267] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:26:52,268] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:29:31,672] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:29:31,673] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:29:31,674] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:29:31,674] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:29:31,674] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:29:31,675] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:29:31,675] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:29:31,809] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:29:31,810] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:29:31,811] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:29:43,546] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:29:43,546] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:29:43,546] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:29:43,547] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:29:43,547] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:29:43,547] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:32:01,347] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:32:01,348] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:32:01,349] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:32:01,349] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:32:01,349] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:32:01,350] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:32:01,351] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:32:01,477] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:32:01,477] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:32:01,478] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:32:08,959] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:32:08,959] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:32:08,959] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:32:08,960] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:32:08,960] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:32:08,960] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:34:04,981] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:34:04,982] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:34:04,983] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:34:04,984] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:34:04,984] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:34:04,985] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:34:04,987] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:34:05,137] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:34:05,140] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:34:05,141] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:34:14,908] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:34:14,908] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:34:14,908] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:34:14,908] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:34:14,909] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:34:14,909] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:35:39,204] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:35:39,205] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:35:39,205] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:35:39,205] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:35:39,206] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:35:39,206] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:35:39,207] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:35:39,333] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:35:39,334] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:35:39,334] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:35:51,583] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:35:51,583] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:35:51,584] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:35:51,584] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:35:51,584] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:35:51,585] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:43:51,069] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 14:43:51,069] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 14:43:51,070] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 14:43:51,070] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 14:43:51,071] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 14:43:51,071] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 14:43:51,071] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 14:43:51,198] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 14:43:51,198] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 14:43:51,199] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 14:44:04,009] [agent.CLIENT] INFO: ======================================================= [2026-02-28 14:44:04,009] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 14:44:04,009] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:44:04,010] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 14:44:04,010] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 14:44:04,010] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 14:44:10,159] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [calculator] [2026-02-28 14:44:10,159] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇč¯ĸé—Žæ•°å­Ļ莥įŽ—é—Žéĸ˜īŧŒį›´æŽĨ调į”¨čŽĄįŽ—åˇĨå…ˇåž—åˆ°1+1įš„įģ“果是最合适įš„。 [2026-02-28 14:44:21,419] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: calculator 参数: {'expression': '1+1'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'e4d8732a', 'method': 'tools/call', 'params': {'name': 'calculator', 'arguments': {'expression': '1+1'}}} [2026-02-28 14:44:36,340] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [calculator]... [2026-02-28 14:44:40,181] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=e4d8732a method=tools/call [2026-02-28 14:46:24,701] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '1+1'} [2026-02-28 14:46:50,239] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-02-28 16:05:27,152] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: 1+1 = 2... [2026-02-28 16:05:46,521] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 1+1 = 2... [2026-02-28 16:05:49,469] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 16:05:53,270] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 16:05:53,271] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (83 chars) [2026-02-28 16:06:03,400] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [calculator] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 1+1 = 2 --- *į”ą gpt-... [2026-02-28 16:06:05,167] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-02-28 22:29:24,671] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:29:24,672] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:29:24,672] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:29:24,672] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:29:24,672] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:29:24,672] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:29:24,672] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:29:56,971] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:29:56,971] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:29:56,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:29:56,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:29:56,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:29:56,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:29:56,972] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:30:46,017] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:30:46,017] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:30:46,017] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:30:46,018] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:30:46,018] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:30:46,018] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:30:46,018] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:30:53,901] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:30:53,902] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:30:53,902] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:30:53,902] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:30:53,902] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:30:53,902] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:30:53,902] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:47:31,295] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:47:31,296] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:47:31,296] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:47:31,296] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:47:31,296] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:47:31,296] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:47:31,296] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:51:08,506] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:51:08,507] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:51:08,507] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:51:08,507] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:51:08,507] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:51:08,507] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:51:08,507] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:51:43,854] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:51:43,855] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:51:43,855] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:51:43,855] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:51:43,855] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:51:43,855] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:51:43,855] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:51:43,891] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 22:51:43,891] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 22:51:43,891] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 22:51:58,206] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:51:58,206] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:51:58,206] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:51:58,206] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:51:58,207] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:51:58,207] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:51:58,207] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:51:58,232] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 22:51:58,232] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 22:51:58,232] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 22:52:08,077] [agent.CLIENT] INFO: ======================================================= [2026-02-28 22:52:08,077] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 22:52:08,077] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 22:52:08,078] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 22:52:08,078] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 22:52:08,078] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 22:54:48,518] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:54:48,518] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:54:48,518] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:54:48,519] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:54:48,519] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:54:48,519] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:54:48,519] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:54:48,543] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 22:54:48,544] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 22:54:48,544] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 22:55:14,173] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:55:14,173] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:55:14,173] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:55:14,174] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:55:14,174] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:55:14,174] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:55:14,174] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:55:54,637] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:55:54,637] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:55:54,637] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:55:54,638] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:55:54,638] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:55:54,638] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:55:54,638] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:55:54,675] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 22:55:54,676] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 22:55:54,676] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 22:56:03,477] [agent.CLIENT] INFO: ======================================================= [2026-02-28 22:56:03,478] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 1加1į­‰äēŽå¤šå°‘ [2026-02-28 22:56:03,478] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 1加1į­‰äēŽå¤šå°‘... [2026-02-28 22:56:03,478] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 22:56:03,478] [agent.LLM] INFO: 💭 分析意回: 1加1į­‰äēŽå¤šå°‘... [2026-02-28 22:56:03,478] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (344 chars) [2026-02-28 22:56:17,390] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [calculator] [2026-02-28 22:56:17,391] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇæå‡ēäē†ä¸€ä¸Ē数å­Ļ问éĸ˜īŧŒéœ€čĻčŽĄįŽ— 1 加 1 įš„å€ŧīŧŒį”¨ calculator åˇĨå…ˇčŋ›čĄŒčŽĄįŽ—是最合适įš„。 [2026-02-28 22:56:17,391] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: calculator 参数: {'expression': '1+1'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '2bcb050e', 'method': 'tools/call', 'params': {'name': 'calculator', 'arguments': {'expression': '1+1'}}} [2026-02-28 22:56:17,392] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [calculator]... [2026-02-28 22:56:17,392] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=2bcb050e method=tools/call [2026-02-28 22:56:17,392] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '1+1'} [2026-02-28 22:56:17,392] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-02-28 22:56:17,393] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: 1+1 = 2... [2026-02-28 22:56:17,393] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 1+1 = 2... [2026-02-28 22:56:17,393] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:56:17,393] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:56:17,394] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (83 chars) [2026-02-28 22:56:17,394] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [calculator] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 1+1 = 2 --- *į”ą gpt-... [2026-02-28 22:56:17,394] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-02-28 22:56:35,957] [agent.CLIENT] INFO: ======================================================= [2026-02-28 22:56:35,958] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 34*67į­‰äēŽå¤šå°‘ [2026-02-28 22:56:35,958] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 34*67į­‰äēŽå¤šå°‘... [2026-02-28 22:56:35,959] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 22:56:35,959] [agent.LLM] INFO: 💭 分析意回: 34*67į­‰äēŽå¤šå°‘... [2026-02-28 22:56:35,959] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (471 chars) [2026-02-28 22:58:14,926] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 22:58:14,926] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 22:58:14,926] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 22:58:14,926] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 22:58:14,926] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 22:58:14,926] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 22:58:14,927] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 22:58:14,964] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 22:58:14,964] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 22:58:14,965] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 22:58:21,018] [agent.CLIENT] INFO: ======================================================= [2026-02-28 22:58:21,018] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 34*56į­‰äēŽå¤šå°‘ [2026-02-28 22:58:21,018] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 34*56į­‰äēŽå¤šå°‘... [2026-02-28 22:58:21,018] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 22:58:21,018] [agent.LLM] INFO: 💭 分析意回: 34*56į­‰äēŽå¤šå°‘... [2026-02-28 22:58:21,019] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (348 chars) [2026-02-28 22:58:23,409] [agent.Monica] INFO: { "need_tool": true, "tool_name": "calculator", "arguments": { "expression": "34*56" }, "reasoning": "į”¨æˆˇč¯ĸ问įš„æ•°å­Ļ问éĸ˜éœ€čĻčŽĄįŽ—å…ˇäŊ“įģ“æžœīŧŒčŋ™å¯äģĨ通čŋ‡č°ƒį”¨ calculator åˇĨå…ˇæĨ厌成。" } [2026-02-28 22:58:23,409] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [calculator] [2026-02-28 22:58:23,409] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇč¯ĸ问įš„æ•°å­Ļ问éĸ˜éœ€čĻčŽĄįŽ—å…ˇäŊ“įģ“æžœīŧŒčŋ™å¯äģĨ通čŋ‡č°ƒį”¨ calculator åˇĨå…ˇæĨ厌成。 [2026-02-28 22:58:23,409] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: calculator 参数: {'expression': '34*56'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '6f404ceb', 'method': 'tools/call', 'params': {'name': 'calculator', 'arguments': {'expression': '34*56'}}} [2026-02-28 22:58:23,409] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [calculator]... [2026-02-28 22:58:23,410] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=6f404ceb method=tools/call [2026-02-28 22:58:23,410] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '34*56'} [2026-02-28 22:58:23,410] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-02-28 22:58:23,410] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: 34*56 = 1904... [2026-02-28 22:58:23,410] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 34*56 = 1904... [2026-02-28 22:58:23,410] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:58:23,410] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:58:23,410] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (88 chars) [2026-02-28 22:58:23,410] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [calculator] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 34*56 = 1904 --- *į”ą... [2026-02-28 22:58:23,410] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-02-28 22:58:37,709] [agent.CLIENT] INFO: ======================================================= [2026-02-28 22:58:37,710] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 23*45į­‰äēŽå¤šå°‘ [2026-02-28 22:58:37,710] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 23*45į­‰äēŽå¤šå°‘... [2026-02-28 22:58:37,710] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 22:58:37,711] [agent.LLM] INFO: 💭 分析意回: 23*45į­‰äēŽå¤šå°‘... [2026-02-28 22:58:37,711] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (478 chars) [2026-02-28 22:58:47,485] [agent.Monica] INFO: {"need_tool": true, "tool_name": "calculator", "arguments": {"expression": "23*45"}, "reasoning": "莥įŽ—æ•°å­Ļ襨螞åŧéœ€čĻč°ƒį”¨ calculator åˇĨå…ˇį›´æŽĨčŽˇåž—įģ“æžœīŧŒäģĨįĄŽäŋå‡†įĄŽæ€§ã€‚"} [2026-02-28 22:58:47,486] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [calculator] [2026-02-28 22:58:47,486] [agent.LLM] DEBUG: 💡 推į†: 莥įŽ—æ•°å­Ļ襨螞åŧéœ€čĻč°ƒį”¨ calculator åˇĨå…ˇį›´æŽĨčŽˇåž—įģ“æžœīŧŒäģĨįĄŽäŋå‡†įĄŽæ€§ã€‚ [2026-02-28 22:58:47,487] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: calculator 参数: {'expression': '23*45'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '246d9a09', 'method': 'tools/call', 'params': {'name': 'calculator', 'arguments': {'expression': '23*45'}}} [2026-02-28 22:58:47,487] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [calculator]... [2026-02-28 22:58:47,487] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=246d9a09 method=tools/call [2026-02-28 22:58:47,487] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '23*45'} [2026-02-28 22:58:47,488] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-02-28 22:58:47,488] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: 23*45 = 1035... [2026-02-28 22:58:47,488] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 23*45 = 1035... [2026-02-28 22:58:47,489] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:58:47,489] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 22:58:47,489] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (88 chars) [2026-02-28 22:58:47,489] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [calculator] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 23*45 = 1035 --- *į”ą... [2026-02-28 22:58:47,489] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-02-28 23:01:29,790] [agent.CLIENT] INFO: ======================================================= [2026-02-28 23:01:29,790] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 搜į´ĸäģŠæ—Ĩįš„夊气åĻ‚äŊ• [2026-02-28 23:01:29,790] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 搜į´ĸäģŠæ—Ĩįš„夊气åĻ‚äŊ•... [2026-02-28 23:01:29,791] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 23:01:29,791] [agent.LLM] INFO: 💭 分析意回: 搜į´ĸäģŠæ—Ĩįš„夊气åĻ‚äŊ•... [2026-02-28 23:01:29,791] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (591 chars) [2026-02-28 23:02:40,057] [agent.Monica] INFO: ```json { "need_tool": true, "tool_name": "web_search", "arguments": { "query": "äģŠæ—Ĩįš„夊气" }, "reasoning": "čŽˇå–åŊ“æ—Ĩ夊气äŋĄæ¯éœ€čĻåŽžæ—ļ数捎īŧŒč€Œæˆ‘æ— æŗ•į›´æŽĨčŽŋ闎厞æ—ļäŋĄæ¯īŧŒå› æ­¤éœ€čĻč°ƒį”¨ web_search åˇĨå…ˇæĨ搜į´ĸåšļčŽˇå–æœ€æ–°įš„夊气äŋĄæ¯ã€‚" } ``` [2026-02-28 23:11:18,766] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 23:11:18,766] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 23:11:18,766] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 23:11:18,766] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 23:11:18,766] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 23:11:18,766] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 23:11:18,767] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 23:11:18,821] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 23:11:18,822] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 23:11:18,822] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 23:11:23,918] [agent.CLIENT] INFO: ======================================================= [2026-02-28 23:11:23,918] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: æŸĨč¯ĸäģŠå¤Šįš„夊气 [2026-02-28 23:11:23,918] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] æŸĨč¯ĸäģŠå¤Šįš„夊气... [2026-02-28 23:11:23,918] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 23:11:23,918] [agent.LLM] INFO: 💭 分析意回: æŸĨč¯ĸäģŠå¤Šįš„夊气... [2026-02-28 23:11:23,919] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (359 chars) [2026-02-28 23:11:27,029] [agent.Monica] INFO: {"need_tool": true, "tool_name": "web_search", "arguments": {"query": "äģŠå¤Šįš„夊气"}, "reasoning": "æŸĨč¯ĸ夊气需čĻčŽŋ闎厞æ—ļäŋĄæ¯īŧŒæ— æŗ•į›´æŽĨäģŽå†…įŊŽæ•°æŽä¸­čŽˇå–īŧŒå› æ­¤éœ€čĻč°ƒį”¨įŊ‘įģœæœį´ĸåˇĨå…ˇæĨčŽˇå–åŊ“夊įš„夊气įŠļå†ĩ。"} [2026-02-28 23:11:27,029] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [web_search] [2026-02-28 23:11:27,029] [agent.LLM] DEBUG: 💡 推į†: æŸĨč¯ĸ夊气需čĻčŽŋ闎厞æ—ļäŋĄæ¯īŧŒæ— æŗ•į›´æŽĨäģŽå†…įŊŽæ•°æŽä¸­čŽˇå–īŧŒå› æ­¤éœ€čĻč°ƒį”¨įŊ‘įģœæœį´ĸåˇĨå…ˇæĨčŽˇå–åŊ“夊įš„夊气įŠļå†ĩ。 [2026-02-28 23:11:27,029] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: web_search 参数: {'query': 'äģŠå¤Šįš„夊气'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '6b19ead1', 'method': 'tools/call', 'params': {'name': 'web_search', 'arguments': {'query': 'äģŠå¤Šįš„夊气'}}} [2026-02-28 23:11:27,030] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [web_search]... [2026-02-28 23:11:27,030] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=6b19ead1 method=tools/call [2026-02-28 23:11:27,030] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [web_search]īŧŒå‚æ•°: {'query': 'äģŠå¤Šįš„夊气'} [2026-02-28 23:11:27,130] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [web_search] æ‰§čĄŒæˆåŠŸ [2026-02-28 23:11:27,130] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: 搜į´ĸ「äģŠå¤Šįš„夊气」īŧŒå…ą 2 æĄįģ“æžœ: [1] äģŠæ—Ĩ夊气éĸ„æŠĨ 晴čŊŦ多äē‘īŧŒæ°”渊 15°C ~ 24°CīŧŒä¸œå—éŖŽ 3 įē§ [2] æœĒæĨ 7 夊夊气 æœŦ... [2026-02-28 23:11:27,130] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 搜į´ĸ「äģŠå¤Šįš„夊气」īŧŒå…ą 2 æĄįģ“æžœ: [1] äģŠæ—Ĩ夊气éĸ„æŠĨ 晴čŊŦ多äē‘īŧŒæ°”渊 15°C ~ 24°CīŧŒä¸œå—éŖŽ 3 ... [2026-02-28 23:11:27,130] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 23:11:27,131] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 23:11:27,131] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (167 chars) [2026-02-28 23:11:27,131] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [web_search] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 搜į´ĸ「äģŠå¤Šįš„夊气」īŧŒå…ą 2 æĄįģ“æžœ: [... [2026-02-28 23:11:27,131] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-02-28 23:12:22,747] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-02-28 23:12:22,747] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-02-28 23:12:22,747] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-02-28 23:12:22,747] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-02-28 23:12:22,747] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-02-28 23:12:22,747] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-02-28 23:12:22,747] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-02-28 23:12:22,785] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-02-28 23:12:22,785] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-02-28 23:12:22,785] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-02-28 23:12:53,887] [agent.CLIENT] INFO: ======================================================= [2026-02-28 23:12:53,887] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: æ‰§čĄŒpythonäģŖį īŧšprint('äŊ åĨŊ') [2026-02-28 23:12:53,887] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] æ‰§čĄŒpythonäģŖį īŧšprint('äŊ åĨŊ')... [2026-02-28 23:12:53,887] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-02-28 23:12:53,887] [agent.LLM] INFO: 💭 分析意回: æ‰§čĄŒpythonäģŖį īŧšprint('äŊ åĨŊ')... [2026-02-28 23:12:53,887] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (389 chars) [2026-02-28 23:12:57,254] [agent.Monica] INFO: {"need_tool": true, "tool_name": "code_executor", "arguments": {"code": "print('äŊ åĨŊ')"}, "reasoning": "į”¨æˆˇæ˜ŽįĄŽčĻæą‚æ‰§čĄŒä¸€æŽĩPythonäģŖį īŧŒå› æ­¤éœ€čĻč°ƒį”¨code_executoråˇĨå…ˇæĨæ‰§čĄŒč¯ĨäģŖį ã€‚"} [2026-02-28 23:12:57,254] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [code_executor] [2026-02-28 23:12:57,254] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇæ˜ŽįĄŽčĻæą‚æ‰§čĄŒä¸€æŽĩPythonäģŖį īŧŒå› æ­¤éœ€čĻč°ƒį”¨code_executoråˇĨå…ˇæĨæ‰§čĄŒč¯ĨäģŖį ã€‚ [2026-02-28 23:12:57,254] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: code_executor 参数: {'code': "print('äŊ åĨŊ')"} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '49bf04da', 'method': 'tools/call', 'params': {'name': 'code_executor', 'arguments': {'code': "print('äŊ åĨŊ')"}}} [2026-02-28 23:12:57,255] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [code_executor]... [2026-02-28 23:12:57,255] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=49bf04da method=tools/call [2026-02-28 23:12:57,255] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [code_executor]īŧŒå‚æ•°: {'code': "print('äŊ åĨŊ')"} [2026-02-28 23:12:57,255] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [code_executor] æ‰§čĄŒæˆåŠŸ [2026-02-28 23:12:57,255] [agent.CLIENT] INFO: ✅ åˇĨå…ˇæ‰§čĄŒæˆåŠŸīŧŒčž“å‡ē: æ‰§čĄŒæˆåŠŸ (0.1ms): äŊ åĨŊ ... [2026-02-28 23:12:57,255] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] æ‰§čĄŒæˆåŠŸ (0.1ms): äŊ åĨŊ ... [2026-02-28 23:12:57,255] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 23:12:57,255] [agent.LLM] INFO: ✍ī¸ 整合åˇĨå…ˇįģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-02-28 23:12:57,255] [agent.LLM] INFO: đŸ’Ŧ å›žå¤åˇ˛į”Ÿæˆ (99 chars) [2026-02-28 23:12:57,256] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [code_executor] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** æ‰§čĄŒæˆåŠŸ (0.1ms): äŊ åĨŊ ... [2026-02-28 23:12:57,256] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-03-02 10:49:15,081] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 10:49:15,081] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 10:49:15,081] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 10:49:15,081] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 10:49:15,081] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 10:49:15,081] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 10:49:15,081] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 10:49:15,081] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 10:49:15,119] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 10:49:15,119] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 10:49:15,119] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 10:59:16,161] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 10:59:16,162] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 10:59:16,162] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 10:59:16,162] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 10:59:16,162] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 10:59:16,162] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 10:59:16,162] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 10:59:16,162] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 10:59:16,200] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 10:59:16,201] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 10:59:16,201] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:00:03,211] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:00:03,211] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš [2026-03-02 11:00:03,211] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš... [2026-03-02 11:00:03,211] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:00:03,211] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš... [2026-03-02 11:00:03,212] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (456 chars) [2026-03-02 11:02:33,970] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:02:33,970] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:02:33,970] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:02:33,970] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:02:33,970] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:02:33,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:02:33,971] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:02:33,971] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:02:34,008] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:02:34,008] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:02:34,008] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:02:39,526] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:02:39,526] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(BaseTool):\n name = \"my demo tool\"\n description = \"this demo is used to show how to write a agent tool \"\n parameters = {\n \"parameter1\": {\n \"type\": \"string\",\n \"description\": \"the first parameter\"\n },\n \"parameter2\": {\n \"type\": \"integer\",\n \"description\": \"the second parameter\"\n }\n }\n def execute(parameter1: str, parameter2: int):\n ...\n" [2026-03-02 11:02:39,526] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(Base... [2026-03-02 11:02:39,526] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:02:39,526] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDem... [2026-03-02 11:02:39,526] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (985 chars) [2026-03-02 11:03:09,470] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:03:09,470] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:03:09,470] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:03:09,471] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:03:09,471] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:03:09,471] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:03:09,471] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:03:09,471] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:03:09,509] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:03:09,509] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:03:09,510] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:03:12,558] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:03:12,558] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(BaseTool):\n name = \"my demo tool\"\n description = \"this demo is used to show how to write a agent tool \"\n parameters = {\n \"parameter1\": {\n \"type\": \"string\",\n \"description\": \"the first parameter\"\n },\n \"parameter2\": {\n \"type\": \"integer\",\n \"description\": \"the second parameter\"\n }\n }\n def execute(parameter1: str, parameter2: int):\n ...\n" [2026-03-02 11:03:12,558] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(Base... [2026-03-02 11:03:12,558] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:03:12,558] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDem... [2026-03-02 11:03:12,558] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (985 chars) [2026-03-02 11:06:15,110] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:06:15,110] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:06:15,110] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:06:15,110] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:06:15,111] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:06:15,111] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:06:15,111] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:06:15,111] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:06:15,148] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:06:15,148] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:06:15,148] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:06:18,486] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:06:18,486] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(BaseTool):\n name = \"my demo tool\"\n description = \"this demo is used to show how to write a agent tool \"\n parameters = {\n \"parameter1\": {\n \"type\": \"string\",\n \"description\": \"the first parameter\"\n },\n \"parameter2\": {\n \"type\": \"integer\",\n \"description\": \"the second parameter\"\n }\n }\n def execute(parameter1: str, parameter2: int):\n ...\n" [2026-03-02 11:06:18,486] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(Base... [2026-03-02 11:06:18,486] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:06:18,486] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDem... [2026-03-02 11:06:18,486] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (985 chars) [2026-03-02 11:06:21,669] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"name": "process_status_query_tool", "description": "Tool for querying current system process status", "parameters": {"process_id": {"type": "integer", "description": "The ID of the process to query"}}, "execution_code": "def execute(process_id: int):\n import psutil\n process = psutil.Process(process_id)\n return {\n 'name': process.name(),\n 'status': process.status(),\n 'cpu_usage': process.cpu_percent(interval=1),\n 'memory_info': process.memory_info()._asdict()\n }"}, "reasoning": "The user requested code for an agent skill tool that queries system process status. The agent_skill_generator tool is necessary to generate the required skill code based on the provided input."} [2026-03-02 11:06:21,669] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:06:21,669] [agent.LLM] DEBUG: 💡 推į†: The user requested code for an agent skill tool that queries system process status. The agent_skill_generator tool is necessary to generate the required skill code based on the provided input. [2026-03-02 11:06:21,669] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'name': 'process_status_query_tool', 'description': 'Tool for querying current system process status', 'parameters': {'process_id': {'type': 'integer', 'description': 'The ID of the process to query'}}, 'execution_code': "def execute(process_id: int):\n import psutil\n process = psutil.Process(process_id)\n return {\n 'name': process.name(),\n 'status': process.status(),\n 'cpu_usage': process.cpu_percent(interval=1),\n 'memory_info': process.memory_info()._asdict()\n }"} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '11f24daa', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'name': 'process_status_query_tool', 'description': 'Tool for querying current system process status', 'parameters': {'process_id': {'type': 'integer', 'description': 'The ID of the process to query'}}, 'execution_code': "def execute(process_id: int):\n import psutil\n process = psutil.Process(process_id)\n return {\n 'name': process.name(),\n 'status': process.status(),\n 'cpu_usage': process.cpu_percent(interval=1),\n 'memory_info': process.memory_info()._asdict()\n }"}}} [2026-03-02 11:06:21,669] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:06:21,669] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=11f24daa method=tools/call [2026-03-02 11:06:21,669] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'name': 'process_status_query_tool', 'description': 'Tool for querying current system process status', 'parameters': {'process_id': {'type': 'integer', 'description': 'The ID of the process to query'}}, 'execution_code': "def execute(process_id: int):\n import psutil\n process = psutil.Process(process_id)\n return {\n 'name': process.name(),\n 'status': process.status(),\n 'cpu_usage': process.cpu_percent(interval=1),\n 'memory_info': process.memory_info()._asdict()\n }"} [2026-03-02 11:06:21,669] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'name' [2026-03-02 11:06:21,669] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'name'"} [2026-03-02 11:13:52,278] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:13:52,278] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(BaseTool):\n name = \"my demo tool\"\n description = \"this demo is used to show how to write a agent tool \"\n parameters = {\n \"type\": \"string\",\n \"description\": \"the first parameter\"\n },\n \"parameter2\": {\n \"type\": \"integer\",\n \"description\": \"the second parameter\"\n }\n }\n def execute(self, parameter1: str, parameter2: int):\n ...\n" [2026-03-02 11:13:52,278] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDemoTool(Base... [2026-03-02 11:13:52,278] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:13:52,278] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸīŧŒæŠ€čƒŊåˇĨå…ˇäģŖį į¤ē例åĻ‚下īŧš\nclass MyDem... [2026-03-02 11:13:52,278] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (1047 chars) [2026-03-02 11:13:55,354] [agent.Monica] INFO: { "need_tool": true, "tool_name": "agent_skill_generator", "arguments": { "tool_name": "System Process State Query", "description": "A tool designed to retrieve the current state of system processes.", "parameters": { "query": { "type": "string", "description": "A keyword or query to filter specific system processes." } } }, "reasoning": "The user has requested to generate an agent skill tool that can query the current system process states with specific parameters. The `agent_skill_generator` is the appropriate tool to generate the required agent tool code." } [2026-03-02 11:13:55,354] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:13:55,354] [agent.LLM] DEBUG: 💡 推į†: The user has requested to generate an agent skill tool that can query the current system process states with specific parameters. The `agent_skill_generator` is the appropriate tool to generate the required agent tool code. [2026-03-02 11:13:55,354] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'tool_name': 'System Process State Query', 'description': 'A tool designed to retrieve the current state of system processes.', 'parameters': {'query': {'type': 'string', 'description': 'A keyword or query to filter specific system processes.'}}} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'a37c6fb6', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'tool_name': 'System Process State Query', 'description': 'A tool designed to retrieve the current state of system processes.', 'parameters': {'query': {'type': 'string', 'description': 'A keyword or query to filter specific system processes.'}}}}} [2026-03-02 11:13:55,354] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:13:55,354] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=a37c6fb6 method=tools/call [2026-03-02 11:13:55,354] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'tool_name': 'System Process State Query', 'description': 'A tool designed to retrieve the current state of system processes.', 'parameters': {'query': {'type': 'string', 'description': 'A keyword or query to filter specific system processes.'}}} [2026-03-02 11:13:55,354] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'tool_name' [2026-03-02 11:13:55,354] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'tool_name'"} [2026-03-02 11:24:14,691] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:24:14,691] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:24:14,691] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:24:14,691] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:24:14,691] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:24:14,692] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:24:14,692] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:24:14,692] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:24:14,729] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:24:14,730] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:24:14,730] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:24:35,048] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:24:35,048] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ [2026-03-02 11:24:35,048] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ... [2026-03-02 11:24:35,048] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:24:35,048] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ... [2026-03-02 11:24:35,048] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (432 chars) [2026-03-02 11:24:37,629] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ"}, "reasoning": "į”¨æˆˇč¯ˇæą‚į”Ÿæˆä¸€ä¸Ēagent技čƒŊåˇĨå…ˇį”¨äēŽæŸĨč¯ĸåŊ“前įŗģįģŸčŋ›į¨‹įŠļ态īŧŒčŋ™čĻæą‚创åģē一ä¸Ēį›¸å…ŗ功čƒŊįš„åˇĨå…ˇīŧŒč€Œagent_skill_generatoræ­Ŗ是ä¸ēäē†į”Ÿæˆčŋ™æ ˇįš„åˇĨå…ˇã€‚"} [2026-03-02 11:24:37,630] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:24:37,630] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇč¯ˇæą‚į”Ÿæˆä¸€ä¸Ēagent技čƒŊåˇĨå…ˇį”¨äēŽæŸĨč¯ĸåŊ“前įŗģįģŸčŋ›į¨‹įŠļ态īŧŒčŋ™čĻæą‚创åģē一ä¸Ēį›¸å…ŗ功čƒŊįš„åˇĨå…ˇīŧŒč€Œagent_skill_generatoræ­Ŗ是ä¸ēäē†į”Ÿæˆčŋ™æ ˇįš„åˇĨå…ˇã€‚ [2026-03-02 11:24:37,630] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '7aa01ed6', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ'}}} [2026-03-02 11:24:37,630] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:24:37,630] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=7aa01ed6 method=tools/call [2026-03-02 11:24:37,630] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ'} [2026-03-02 11:24:37,630] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'description' [2026-03-02 11:24:37,630] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'description'"} [2026-03-02 11:30:16,159] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:30:16,159] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:30:16,160] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:30:16,160] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:30:16,160] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:30:16,160] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:30:16,160] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:30:16,160] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:30:16,199] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:30:16,200] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:30:16,200] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:30:31,049] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:30:31,049] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ [2026-03-02 11:30:31,049] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ... [2026-03-02 11:30:31,049] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:30:31,049] [agent.LLM] INFO: 💭 分析意回: į”Ÿæˆagent技čƒŊåˇĨå…ˇį”¨äēŽåŽžįŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸ... [2026-03-02 11:30:31,049] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (432 chars) [2026-03-02 11:30:33,326] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸįš„åˇĨå…ˇ"}, "reasoning": "į”¨æˆˇč¯ˇæą‚į”Ÿæˆä¸€ä¸Ēagent技čƒŊåˇĨå…ˇį”¨äēŽæŸĨč¯ĸåŊ“前įŗģįģŸįš„čŋ›į¨‹įŠļ态īŧŒįŦĻ合agent_skill_generatoråˇĨå…ˇįš„功čƒŊéœ€æą‚ã€‚"} [2026-03-02 11:30:33,327] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:30:33,327] [agent.LLM] DEBUG: 💡 推į†: į”¨æˆˇč¯ˇæą‚į”Ÿæˆä¸€ä¸Ēagent技čƒŊåˇĨå…ˇį”¨äēŽæŸĨč¯ĸåŊ“前įŗģįģŸįš„čŋ›į¨‹įŠļ态īŧŒįŦĻ合agent_skill_generatoråˇĨå…ˇįš„功čƒŊéœ€æą‚ã€‚ [2026-03-02 11:30:33,327] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸįš„åˇĨå…ˇ'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '2f435cb4', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸįš„åˇĨå…ˇ'}}} [2026-03-02 11:30:33,327] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:30:33,327] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=2f435cb4 method=tools/call [2026-03-02 11:30:33,327] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': '厞įŽ°åŊ“前įŗģįģŸčŋ›į¨‹įŠļ态æŸĨč¯ĸįš„åˇĨå…ˇ'} [2026-03-02 11:30:33,327] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'description' [2026-03-02 11:30:33,327] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'description'"} [2026-03-02 11:30:54,686] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:30:54,686] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:30:54,686] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:30:54,686] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:30:54,686] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:30:54,687] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:30:54,687] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:30:54,687] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:30:54,725] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:30:54,725] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:30:54,725] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:31:54,249] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:31:54,249] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:31:54,249] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:31:54,249] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:31:54,249] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:31:54,249] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:31:54,249] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:31:54,250] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:31:54,291] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:31:54,291] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:31:54,292] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:32:03,024] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:32:03,024] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: create tool to get system name [2026-03-02 11:32:03,025] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] create tool to get system name... [2026-03-02 11:32:03,025] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:32:03,025] [agent.LLM] INFO: 💭 分析意回: create tool to get system name... [2026-03-02 11:32:03,025] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (442 chars) [2026-03-02 11:32:05,556] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"task_description": "Create a tool to retrieve the name of the system or operating system."}, "reasoning": "The user wants to create a tool capable of retrieving the system name. This requires generating code for the tool, which falls under the capabilities of the 'agent_skill_generator' tool."} [2026-03-02 11:32:05,556] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:32:05,557] [agent.LLM] DEBUG: 💡 推į†: The user wants to create a tool capable of retrieving the system name. This requires generating code for the tool, which falls under the capabilities of the 'agent_skill_generator' tool. [2026-03-02 11:32:05,557] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'task_description': 'Create a tool to retrieve the name of the system or operating system.'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '40b58637', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'task_description': 'Create a tool to retrieve the name of the system or operating system.'}}} [2026-03-02 11:32:05,557] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:32:05,557] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=40b58637 method=tools/call [2026-03-02 11:32:05,557] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'task_description': 'Create a tool to retrieve the name of the system or operating system.'} [2026-03-02 11:32:05,557] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'task_description' [2026-03-02 11:32:05,557] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'task_description'"} [2026-03-02 11:34:15,429] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:34:15,430] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:34:15,430] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:34:15,430] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:34:15,430] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:34:15,430] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:34:15,430] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:34:15,430] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:34:15,468] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:34:15,468] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:34:15,468] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:34:22,464] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:34:22,465] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: create tool to get system name [2026-03-02 11:34:22,465] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] create tool to get system name... [2026-03-02 11:34:22,465] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:34:22,465] [agent.LLM] INFO: 💭 分析意回: create tool to get system name... [2026-03-02 11:34:22,465] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (442 chars) [2026-03-02 11:34:24,754] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "A tool to retrieve the name of the operating system or system information."}, "reasoning": "The task involves creating a specialized tool, which aligns with the purpose of the 'agent_skill_generator' to generate agent tools based on user requirements."} [2026-03-02 11:34:24,754] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:34:24,754] [agent.LLM] DEBUG: 💡 推į†: The task involves creating a specialized tool, which aligns with the purpose of the 'agent_skill_generator' to generate agent tools based on user requirements. [2026-03-02 11:34:24,755] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': 'A tool to retrieve the name of the operating system or system information.'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '29799203', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': 'A tool to retrieve the name of the operating system or system information.'}}} [2026-03-02 11:34:24,755] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:34:24,755] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=29799203 method=tools/call [2026-03-02 11:34:24,755] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': 'A tool to retrieve the name of the operating system or system information.'} [2026-03-02 11:34:24,755] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'execution_code' [2026-03-02 11:34:24,755] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'execution_code'"} [2026-03-02 11:35:56,812] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:35:56,812] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:35:56,813] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:35:56,813] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:35:56,813] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:35:56,813] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:35:56,813] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:35:56,813] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:35:56,850] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:35:56,850] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:35:56,851] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:36:13,470] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:36:13,470] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: create tool to get system name [2026-03-02 11:36:13,470] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] create tool to get system name... [2026-03-02 11:36:13,470] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:36:13,470] [agent.LLM] INFO: 💭 分析意回: create tool to get system name... [2026-03-02 11:36:13,471] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (442 chars) [2026-03-02 11:36:15,863] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "Generate a tool to fetch the system name of the machine it is run on.", "input_format": "", "output_format": "The system name as a string."}, "reasoning": "The user requested to create a tool that retrieves the system name, which requires generating a specific agent skill to achieve this functionality."} [2026-03-02 11:36:15,863] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:36:15,863] [agent.LLM] DEBUG: 💡 推į†: The user requested to create a tool that retrieves the system name, which requires generating a specific agent skill to achieve this functionality. [2026-03-02 11:36:15,863] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': 'Generate a tool to fetch the system name of the machine it is run on.', 'input_format': '', 'output_format': 'The system name as a string.'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'c03b28f1', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': 'Generate a tool to fetch the system name of the machine it is run on.', 'input_format': '', 'output_format': 'The system name as a string.'}}} [2026-03-02 11:36:15,863] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:36:15,863] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=c03b28f1 method=tools/call [2026-03-02 11:36:15,863] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': 'Generate a tool to fetch the system name of the machine it is run on.', 'input_format': '', 'output_format': 'The system name as a string.'} [2026-03-02 11:36:15,864] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'input_format' [2026-03-02 11:36:15,864] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'input_format'"} [2026-03-02 11:36:54,380] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:36:54,380] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate python function to get system name [2026-03-02 11:36:54,380] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate python function to get system name... [2026-03-02 11:36:54,380] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:36:54,380] [agent.LLM] INFO: 💭 分析意回: generate python function to get system name... [2026-03-02 11:36:54,380] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (506 chars) [2026-03-02 11:36:56,964] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"request": "generate a Python function to get the system name"}, "reasoning": "The user has requested the generation of a Python function to get the system name, which can be fulfilled using the 'agent_skill_generator' tool that creates agent tools or code snippets."} [2026-03-02 11:36:56,964] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:36:56,964] [agent.LLM] DEBUG: 💡 推į†: The user has requested the generation of a Python function to get the system name, which can be fulfilled using the 'agent_skill_generator' tool that creates agent tools or code snippets. [2026-03-02 11:36:56,965] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'request': 'generate a Python function to get the system name'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'e985d57b', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'request': 'generate a Python function to get the system name'}}} [2026-03-02 11:36:56,965] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:36:56,965] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=e985d57b method=tools/call [2026-03-02 11:36:56,965] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'request': 'generate a Python function to get the system name'} [2026-03-02 11:36:56,965] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'request' [2026-03-02 11:36:56,966] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() got an unexpected keyword argument 'request'"} [2026-03-02 11:37:17,360] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:37:17,361] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:37:17,361] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:37:17,361] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:37:17,361] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:37:17,361] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:37:17,361] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:37:17,361] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:37:17,398] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:37:17,398] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:37:17,399] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:37:33,225] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:37:33,225] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate python tool to get system name [2026-03-02 11:37:33,226] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate python tool to get system name... [2026-03-02 11:37:33,226] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:37:33,226] [agent.LLM] INFO: 💭 分析意回: generate python tool to get system name... [2026-03-02 11:37:33,226] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (460 chars) [2026-03-02 11:37:35,615] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "A python tool to get the system name"}, "reasoning": "The user is requesting a Python tool that retrieves the system name. To fulfill this request, the agent_skill_generator is the appropriate tool to generate this code."} [2026-03-02 11:37:35,615] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:37:35,615] [agent.LLM] DEBUG: 💡 推į†: The user is requesting a Python tool that retrieves the system name. To fulfill this request, the agent_skill_generator is the appropriate tool to generate this code. [2026-03-02 11:37:35,615] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': 'A python tool to get the system name'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '1bbc8950', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': 'A python tool to get the system name'}}} [2026-03-02 11:37:35,615] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:37:35,615] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=1bbc8950 method=tools/call [2026-03-02 11:37:35,615] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': 'A python tool to get the system name'} [2026-03-02 11:37:35,615] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: AgentSkillGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'code' [2026-03-02 11:37:35,615] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: AgentSkillGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'code'"} [2026-03-02 11:40:22,719] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:40:22,719] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:40:22,720] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:40:22,720] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:40:22,720] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:40:22,720] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:40:22,720] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:40:22,720] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:40:22,757] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:40:22,758] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:40:22,758] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:41:21,329] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:41:21,330] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:41:21,330] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:41:21,330] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:41:21,330] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:41:21,330] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:41:21,330] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:41:21,330] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:41:21,368] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:41:21,369] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:41:21,369] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:41:26,744] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:41:26,745] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: create a tool to get system name [2026-03-02 11:41:26,745] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] create a tool to get system name... [2026-03-02 11:41:26,745] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:41:26,745] [agent.LLM] INFO: 💭 分析意回: create a tool to get system name... [2026-03-02 11:41:26,745] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (446 chars) [2026-03-02 11:41:28,904] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"prompt": "Create a tool to get the operating system name of the current system in Python"}, "reasoning": "To create a tool for retrieving the system name, I should use the 'agent_skill_generator' tool to define and construct this functionality."} [2026-03-02 11:41:28,904] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:41:28,905] [agent.LLM] DEBUG: 💡 推į†: To create a tool for retrieving the system name, I should use the 'agent_skill_generator' tool to define and construct this functionality. [2026-03-02 11:41:28,905] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'prompt': 'Create a tool to get the operating system name of the current system in Python'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'b4653973', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'prompt': 'Create a tool to get the operating system name of the current system in Python'}}} [2026-03-02 11:41:28,905] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:41:28,905] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=b4653973 method=tools/call [2026-03-02 11:41:28,905] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'prompt': 'Create a tool to get the operating system name of the current system in Python'} [2026-03-02 11:41:28,905] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: ToolGeneratorTool.execute() got an unexpected keyword argument 'prompt' [2026-03-02 11:41:28,905] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: ToolGeneratorTool.execute() got an unexpected keyword argument 'prompt'"} [2026-03-02 11:41:58,733] [agent.MEMORY] INFO: 🗑 å¯šč¯åŽ†å˛åˇ˛æ¸…įŠē [2026-03-02 11:41:58,733] [agent.CLIENT] INFO: 🗑 äŧšč¯åˇ˛æ¸…įŠē [2026-03-02 11:42:03,610] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 11:42:03,611] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 11:42:03,611] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 11:42:03,611] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 11:42:03,611] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 11:42:03,611] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 11:42:03,611] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [agent_skill_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 11:42:03,611] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 11:42:03,650] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 11:42:03,650] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 11:42:03,650] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'agent_skill_generator'] [2026-03-02 11:42:09,009] [agent.CLIENT] INFO: ======================================================= [2026-03-02 11:42:09,009] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: create tool to get system name [2026-03-02 11:42:09,009] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] create tool to get system name... [2026-03-02 11:42:09,009] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 11:42:09,009] [agent.LLM] INFO: 💭 分析意回: create tool to get system name... [2026-03-02 11:42:09,009] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (442 chars) [2026-03-02 11:42:11,109] [agent.Monica] INFO: {"need_tool": true, "tool_name": "agent_skill_generator", "arguments": {"description": "A tool to retrieve the system's name or hostname"}, "reasoning": "The user wants to create a tool to retrieve the system's name, which requires generating custom code for a new tool. The appropriate action is to use the 'agent_skill_generator' tool to create this functionality."} [2026-03-02 11:42:11,109] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [agent_skill_generator] [2026-03-02 11:42:11,109] [agent.LLM] DEBUG: 💡 推į†: The user wants to create a tool to retrieve the system's name, which requires generating custom code for a new tool. The appropriate action is to use the 'agent_skill_generator' tool to create this functionality. [2026-03-02 11:42:11,109] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: agent_skill_generator 参数: {'description': "A tool to retrieve the system's name or hostname"} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'da607239', 'method': 'tools/call', 'params': {'name': 'agent_skill_generator', 'arguments': {'description': "A tool to retrieve the system's name or hostname"}}} [2026-03-02 11:42:11,109] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]... [2026-03-02 11:42:11,109] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=da607239 method=tools/call [2026-03-02 11:42:11,110] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [agent_skill_generator]īŧŒå‚æ•°: {'description': "A tool to retrieve the system's name or hostname"} [2026-03-02 11:42:11,110] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [agent_skill_generator] æ‰§čĄŒå¤ąč´Ĩ: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'code' [2026-03-02 11:42:11,110] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'parameters', and 'code'"} [2026-03-02 13:46:40,526] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 13:46:40,527] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 13:46:40,527] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 13:46:40,527] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 13:46:40,527] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 13:46:40,527] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 13:46:40,527] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 13:46:40,527] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 13:46:51,425] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 13:46:51,425] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 13:46:51,425] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 13:46:51,425] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 13:46:51,426] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 13:46:51,426] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 13:46:51,426] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 13:46:51,426] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 13:46:51,468] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 13:46:51,468] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 13:46:51,469] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'tool_generator'] [2026-03-02 13:47:26,677] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 13:47:26,678] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 13:47:26,678] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 13:47:26,678] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 13:47:26,678] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 13:47:26,678] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 13:47:26,678] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 13:47:26,678] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 13:47:26,718] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 13:47:26,718] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 13:47:26,719] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'tool_generator'] [2026-03-02 13:47:37,167] [agent.CLIENT] INFO: ======================================================= [2026-03-02 13:47:37,167] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate a python function to get system's name [2026-03-02 13:47:37,167] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate a python function to get system's name... [2026-03-02 13:47:37,167] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 13:47:37,167] [agent.LLM] INFO: 💭 分析意回: generate a python function to get system's name... [2026-03-02 13:47:37,167] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (469 chars) [2026-03-02 13:47:39,191] [agent.Monica] INFO: {"need_tool": false, "tool_name": "", "arguments": {}, "reasoning": "The task involves generating a Python function, which can be done directly without requiring the use of any tools."} [2026-03-02 13:47:39,191] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: į›´æŽĨ回复 [2026-03-02 13:47:39,191] [agent.LLM] DEBUG: 💡 推į†: The task involves generating a Python function, which can be done directly without requiring the use of any tools. [2026-03-02 13:47:39,191] [agent.CLIENT] INFO: đŸ’Ŧ 无需åˇĨå…ˇīŧŒį›´æŽĨį”Ÿæˆå›žå¤ [2026-03-02 13:47:39,191] [agent.LLM] INFO: đŸ’Ŧ į›´æŽĨį”Ÿæˆå›žå¤īŧˆæ— éœ€åˇĨå…ˇīŧ‰ [2026-03-02 13:47:39,191] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] [gpt-4o] 您åĨŊīŧå…ŗäēŽã€Œgenerate a python function to get system's na... [2026-03-02 14:10:27,448] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 14:10:27,448] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 14:10:27,448] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 14:10:27,448] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 14:10:27,449] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 14:10:27,449] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 14:10:27,449] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 14:10:27,449] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 14:10:27,487] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 14:10:27,487] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 14:10:27,488] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'tool_generator'] [2026-03-02 14:10:39,389] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:10:39,389] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate a python function to get system's name [2026-03-02 14:10:39,389] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate a python function to get system's name... [2026-03-02 14:10:39,389] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:10:39,389] [agent.LLM] INFO: 💭 分析意回: generate a python function to get system's name... [2026-03-02 14:10:39,390] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (469 chars) [2026-03-02 14:10:43,803] [agent.Monica] INFO: {"need_tool": false, "tool_name": "", "arguments": {}, "reasoning": "The task can be accomplished without any tools by providing a Python code snippet to get the system's name using the platform module."} [2026-03-02 14:10:43,803] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: į›´æŽĨ回复 [2026-03-02 14:10:43,803] [agent.LLM] DEBUG: 💡 推į†: The task can be accomplished without any tools by providing a Python code snippet to get the system's name using the platform module. [2026-03-02 14:10:43,803] [agent.CLIENT] INFO: đŸ’Ŧ 无需åˇĨå…ˇīŧŒį›´æŽĨį”Ÿæˆå›žå¤ [2026-03-02 14:10:43,803] [agent.LLM] INFO: đŸ’Ŧ į›´æŽĨį”Ÿæˆå›žå¤īŧˆæ— éœ€åˇĨå…ˇīŧ‰ [2026-03-02 14:10:45,852] [agent.Monica] INFO: Here is a Python function to get the system's name using the `platform` module: ```python import platform def get_system_name(): """ Returns the name of the system/OS. For example: 'Windows', 'Linux', 'Darwin' (for macOS) """ return platform.system() # Example usage if __name__ == "__main__": print("System name:", get_system_name()) ``` This function uses the `platform.system()` method, which retrieves the name of the operating system your script is running on. For example, it will return `'Windows'` for Windows systems, `'Linux'` for Linux systems, or `'Darwin'` for macOS. [2026-03-02 14:12:22,700] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 14:12:22,700] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 14:12:22,701] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 14:12:22,701] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 14:12:22,701] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 14:12:22,701] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 14:12:22,701] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 14:12:22,701] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 14:12:22,741] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 14:12:22,741] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 14:12:22,742] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'tool_generator'] [2026-03-02 14:12:33,611] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:12:33,611] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate a python function to get system's name [2026-03-02 14:12:33,612] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate a python function to get system's name... [2026-03-02 14:12:33,612] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:12:33,612] [agent.LLM] INFO: 💭 分析意回: generate a python function to get system's name... [2026-03-02 14:12:33,612] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (469 chars) [2026-03-02 14:12:35,773] [agent.Monica] INFO: {"need_tool": false, "tool_name": "", "arguments": {}, "reasoning": "To generate a Python function that retrieves a system's name, no tool needs to be invoked; providing the Python code directly is sufficient."} [2026-03-02 14:12:35,773] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: į›´æŽĨ回复 [2026-03-02 14:12:35,773] [agent.LLM] DEBUG: 💡 推į†: To generate a Python function that retrieves a system's name, no tool needs to be invoked; providing the Python code directly is sufficient. [2026-03-02 14:12:35,773] [agent.CLIENT] INFO: đŸ’Ŧ 无需åˇĨå…ˇīŧŒį›´æŽĨį”Ÿæˆå›žå¤ [2026-03-02 14:12:35,773] [agent.LLM] INFO: đŸ’Ŧ į›´æŽĨį”Ÿæˆå›žå¤īŧˆæ— éœ€åˇĨå…ˇīŧ‰ [2026-03-02 14:12:37,842] [agent.Monica] INFO: Here is a Python function to get the system's name using the `platform` module: ```python import platform def get_system_name(): """ This function retrieves the system's name. Returns: str: The name of the operating system (e.g., 'Windows', 'Linux', 'Darwin'). """ system_name = platform.system() return system_name # Example usage if __name__ == "__main__": print(f"System Name: {get_system_name()}") ``` The function `get_system_name()` uses `platform.system()` to determine the system's name. This will return values such as: - `Windows` for Windows, - `Linux` for Linux-based systems, - `Darwin` for macOS systems. [2026-03-02 14:12:37,842] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] Here is a Python function to get the system's name using the... [2026-03-02 14:13:24,958] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:13:24,959] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 将į”Ÿæˆįš„äģŖį čŊŦæĸ成æœŦ地åˇĨå…ˇį”¨äēŽč°ƒį”¨ [2026-03-02 14:13:24,959] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 将į”Ÿæˆįš„äģŖį čŊŦæĸ成æœŦ地åˇĨå…ˇį”¨äēŽč°ƒį”¨... [2026-03-02 14:13:24,959] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:13:24,959] [agent.LLM] INFO: 💭 分析意回: 将į”Ÿæˆįš„äģŖį čŊŦæĸ成æœŦ地åˇĨå…ˇį”¨äēŽč°ƒį”¨... [2026-03-02 14:13:24,959] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (557 chars) [2026-03-02 14:13:29,677] [agent.Monica] INFO: { "need_tool": true, "tool_name": "tool_generator", "arguments": { "code": "import platform\ndef get_system_name():\n return platform.system()" }, "reasoning": "The user wants to convert the previously generated code into a local tool for calling, which can be achieved using the tool_generator by providing the generated code." } [2026-03-02 14:13:29,678] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [tool_generator] [2026-03-02 14:13:29,678] [agent.LLM] DEBUG: 💡 推į†: The user wants to convert the previously generated code into a local tool for calling, which can be achieved using the tool_generator by providing the generated code. [2026-03-02 14:13:29,678] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: tool_generator 参数: {'code': 'import platform\ndef get_system_name():\n return platform.system()'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': 'a7e1eee2', 'method': 'tools/call', 'params': {'name': 'tool_generator', 'arguments': {'code': 'import platform\ndef get_system_name():\n return platform.system()'}}} [2026-03-02 14:13:29,679] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [tool_generator]... [2026-03-02 14:13:29,679] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=a7e1eee2 method=tools/call [2026-03-02 14:13:29,679] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [tool_generator]īŧŒå‚æ•°: {'code': 'import platform\ndef get_system_name():\n return platform.system()'} [2026-03-02 14:13:29,679] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [tool_generator] æ‰§čĄŒå¤ąč´Ĩ: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'description', and 'parameters' [2026-03-02 14:13:29,680] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'description', and 'parameters'"} [2026-03-02 14:16:50,715] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸ... [2026-03-02 14:16:50,716] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-02 14:16:50,716] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-02 14:16:50,716] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-02 14:16:50,716] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限 workspace/ į›ŽåŊ•ä¸‹įš„æ–‡äģļ [2026-03-02 14:16:50,716] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-02 14:16:50,716] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [tool_generator] — į”ŸæˆagentåˇĨå…ˇäģŖį  [2026-03-02 14:16:50,716] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–īŧŒæ¨Ąåž‹: gpt-4o [2026-03-02 14:16:50,754] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-02 14:16:50,754] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成 [2026-03-02 14:16:50,754] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'tool_generator'] [2026-03-02 14:17:52,746] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:17:52,746] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate the python code to get system's name and generate a tool with the code [2026-03-02 14:17:52,746] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate the python code to get system's name and generate a... [2026-03-02 14:17:52,746] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:17:52,746] [agent.LLM] INFO: 💭 分析意回: generate the python code to get system's name and ... [2026-03-02 14:17:52,746] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (533 chars) [2026-03-02 14:17:55,200] [agent.Monica] INFO: {"need_tool": true, "tool_name": "tool_generator", "arguments": {"code": "import platform\n\ndef get_system_name():\n return platform.system()"}, "reasoning": "The user explicitly requested to generate a Python script that retrieves the system's name, and to create a tool based on that code. The provided tool_generator is appropriate for this task."} [2026-03-02 14:17:55,200] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [tool_generator] [2026-03-02 14:17:55,200] [agent.LLM] DEBUG: 💡 推į†: The user explicitly requested to generate a Python script that retrieves the system's name, and to create a tool based on that code. The provided tool_generator is appropriate for this task. [2026-03-02 14:17:55,200] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: tool_generator 参数: {'code': 'import platform\n\ndef get_system_name():\n return platform.system()'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '6adf8eba', 'method': 'tools/call', 'params': {'name': 'tool_generator', 'arguments': {'code': 'import platform\n\ndef get_system_name():\n return platform.system()'}}} [2026-03-02 14:17:55,200] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [tool_generator]... [2026-03-02 14:17:55,201] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=6adf8eba method=tools/call [2026-03-02 14:17:55,201] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [tool_generator]īŧŒå‚æ•°: {'code': 'import platform\n\ndef get_system_name():\n return platform.system()'} [2026-03-02 14:17:55,201] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [tool_generator] æ‰§čĄŒå¤ąč´Ĩ: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'description', and 'parameters' [2026-03-02 14:17:55,201] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: ToolGeneratorTool.execute() missing 3 required positional arguments: 'name', 'description', and 'parameters'"} [2026-03-02 14:21:07,265] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:21:07,266] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate the python function to get system's name and then generate the a tool with the code that includes tool name, tool description [2026-03-02 14:21:07,266] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate the python function to get system's name and then g... [2026-03-02 14:21:07,266] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:21:07,266] [agent.LLM] INFO: 💭 分析意回: generate the python function to get system's name ... [2026-03-02 14:21:07,266] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (676 chars) [2026-03-02 14:21:09,618] [agent.Monica] INFO: {"need_tool": true, "tool_name": "tool_generator", "arguments": {"code": "def get_system_name():\n import platform\n return platform.system()", "tool_name": "get_system_name_tool", "tool_description": "A tool to retrieve the name of the operating system."}, "reasoning": "User wants to generate a tool based on the Python function for retrieving the system's name. The tool_generator is appropriate for creating such a tool with the provided code, name, and description."} [2026-03-02 14:21:09,618] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [tool_generator] [2026-03-02 14:21:09,618] [agent.LLM] DEBUG: 💡 推į†: User wants to generate a tool based on the Python function for retrieving the system's name. The tool_generator is appropriate for creating such a tool with the provided code, name, and description. [2026-03-02 14:21:09,618] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: tool_generator 参数: {'code': 'def get_system_name():\n import platform\n return platform.system()', 'tool_name': 'get_system_name_tool', 'tool_description': 'A tool to retrieve the name of the operating system.'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '766f288c', 'method': 'tools/call', 'params': {'name': 'tool_generator', 'arguments': {'code': 'def get_system_name():\n import platform\n return platform.system()', 'tool_name': 'get_system_name_tool', 'tool_description': 'A tool to retrieve the name of the operating system.'}}} [2026-03-02 14:21:09,618] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [tool_generator]... [2026-03-02 14:21:09,618] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=766f288c method=tools/call [2026-03-02 14:21:09,618] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [tool_generator]īŧŒå‚æ•°: {'code': 'def get_system_name():\n import platform\n return platform.system()', 'tool_name': 'get_system_name_tool', 'tool_description': 'A tool to retrieve the name of the operating system.'} [2026-03-02 14:21:09,618] [agent.TOOL] ERROR: ❌ åˇĨå…ˇ [tool_generator] æ‰§čĄŒå¤ąč´Ĩ: ToolGeneratorTool.execute() got an unexpected keyword argument 'tool_name' [2026-03-02 14:21:09,618] [agent.CLIENT] ERROR: ❌ åˇĨå…ˇč°ƒį”¨å¤ąč´Ĩ: {'code': -32000, 'message': "åˇĨå…ˇæ‰§čĄŒåŧ‚常: ToolGeneratorTool.execute() got an unexpected keyword argument 'tool_name'"} [2026-03-02 14:27:41,610] [agent.CLIENT] INFO: ======================================================= [2026-03-02 14:27:41,610] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: generate the python function to get system's name and then generate the a tool with the code that includes tool name, tool description, tool parameters and code. [2026-03-02 14:27:41,611] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] generate the python function to get system's name and then g... [2026-03-02 14:27:41,611] [agent.CLIENT] INFO: 🧠 Step 2 [LLM] åŧ€å§‹æŽ¨į†īŧŒåˆ†æžæ„å›ž... [2026-03-02 14:27:41,611] [agent.LLM] INFO: 💭 分析意回: generate the python function to get system's name ... [2026-03-02 14:27:41,611] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (791 chars) [2026-03-02 14:27:44,132] [agent.Monica] INFO: { "need_tool": true, "tool_name": "tool_generator", "arguments": { "name": "get_system_name", "description": "Returns the name of the operating system of the machine.", "parameters": {}, "code": "import platform\ndef get_system_name():\n return platform.system()" }, "reasoning": "The user requested to generate a Python function that retrieves the system's name and then encapsulate it into a tool with specified attributes such as tool name, description, parameters, and code. To accomplish this task, the `tool_generator` utility can be used with the specified parameters." } [2026-03-02 14:27:44,133] [agent.LLM] INFO: đŸŽ¯ å†ŗį­–įģ“æžœ: 调į”¨åˇĨå…ˇ [tool_generator] [2026-03-02 14:27:44,133] [agent.LLM] DEBUG: 💡 推į†: The user requested to generate a Python function that retrieves the system's name and then encapsulate it into a tool with specified attributes such as tool name, description, parameters, and code. To accomplish this task, the `tool_generator` utility can be used with the specified parameters. [2026-03-02 14:27:44,133] [agent.CLIENT] INFO: 📡 Step 3 [MCP] 发送åˇĨå…ˇč°ƒį”¨č¯ˇæą‚ æ–šæŗ•: tools/call åˇĨå…ˇ: tool_generator 参数: {'name': 'get_system_name', 'description': 'Returns the name of the operating system of the machine.', 'parameters': {}, 'code': 'import platform\ndef get_system_name():\n return platform.system()'} č¯ˇæą‚äŊ“: {'jsonrpc': '2.0', 'id': '9118bd32', 'method': 'tools/call', 'params': {'name': 'tool_generator', 'arguments': {'name': 'get_system_name', 'description': 'Returns the name of the operating system of the machine.', 'parameters': {}, 'code': 'import platform\ndef get_system_name():\n return platform.system()'}}} [2026-03-02 14:27:44,134] [agent.CLIENT] INFO: 🔧 Step 4 [TOOL] MCP Server æ‰§čĄŒåˇĨå…ˇ [tool_generator]... [2026-03-02 14:27:44,134] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=9118bd32 method=tools/call [2026-03-02 14:27:44,134] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [tool_generator]īŧŒå‚æ•°: {'name': 'get_system_name', 'description': 'Returns the name of the operating system of the machine.', 'parameters': {}, 'code': 'import platform\ndef get_system_name():\n return platform.system()'} [2026-03-02 14:27:44,134] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [tool_generator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:11:25,019] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆé…įŊŽæ–‡äģļéŠąåŠ¨īŧ‰... [2026-03-09 13:11:25,019] [agent.SYSTEM] INFO: ────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────── [LLM] provider = anthropic [LLM] model_name = claude-sonnet-4-6 [LLM] model_path = (æœĒ莞įŊŽ) [LLM] api_key = (æœĒ莞įŊŽ) [LLM] temperature = 0.7 [MCP] server_name = DemoMCPServer [MCP] transport = stdio [MCP] tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] max_steps = 10 [LOG] level = DEBUG ────────────────────────────────────────────────── [2026-03-09 13:11:25,020] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 13:11:25,020] [agent.MCP] INFO: transport = stdio [2026-03-09 13:11:25,020] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:11:25,021] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:11:25,021] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:11:25,021] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:11:25,022] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:11:25,022] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:11:25,022] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:11:25,022] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:11:25,022] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:11:25,023] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ– [2026-03-09 13:11:25,024] [agent.LLM] INFO: provider = anthropic [2026-03-09 13:11:25,024] [agent.LLM] INFO: model_name = claude-sonnet-4-6 [2026-03-09 13:11:25,024] [agent.LLM] INFO: model_path = (æœĒ莞įŊŽ) [2026-03-09 13:11:25,025] [agent.LLM] INFO: api_base = (éģ˜čŽ¤) [2026-03-09 13:11:25,025] [agent.LLM] INFO: temperature= 0.7 [2026-03-09 13:11:25,025] [agent.LLM] INFO: max_tokens = 4096 [2026-03-09 13:11:25,026] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:11:25,027] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆæ”¯æŒå¤šæ­Ĩ串行调į”¨īŧ‰ [2026-03-09 13:11:25,027] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:14:47,765] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆé…įŊŽæ–‡äģļéŠąåŠ¨īŧ‰... [2026-03-09 13:14:47,768] [agent.SYSTEM] INFO: ────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────── [LLM] provider = anthropic [LLM] model_name = claude-sonnet-4-6 [LLM] model_path = (æœĒ莞įŊŽ) [LLM] api_key = (æœĒ莞įŊŽ) [LLM] temperature = 0.7 [MCP] server_name = DemoMCPServer [MCP] transport = stdio [MCP] tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] max_steps = 10 [LOG] level = DEBUG ────────────────────────────────────────────────── [2026-03-09 13:14:47,769] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 13:14:47,769] [agent.MCP] INFO: transport = stdio [2026-03-09 13:14:47,769] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:14:47,770] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:14:47,770] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:14:47,770] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:14:47,770] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:14:47,771] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:14:47,771] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:14:47,771] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:14:47,771] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:14:47,772] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ– [2026-03-09 13:14:47,773] [agent.LLM] INFO: provider = anthropic [2026-03-09 13:14:47,773] [agent.LLM] INFO: model_name = claude-sonnet-4-6 [2026-03-09 13:14:47,773] [agent.LLM] INFO: model_path = (æœĒ莞įŊŽ) [2026-03-09 13:14:47,773] [agent.LLM] INFO: api_base = (éģ˜čŽ¤) [2026-03-09 13:14:47,773] [agent.LLM] INFO: temperature= 0.7 [2026-03-09 13:14:47,774] [agent.LLM] INFO: max_tokens = 4096 [2026-03-09 13:14:47,775] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:14:47,776] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆæ”¯æŒå¤šæ­Ĩ串行调į”¨īŧ‰ [2026-03-09 13:14:47,777] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:15:29,737] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆé…įŊŽæ–‡äģļéŠąåŠ¨īŧ‰... [2026-03-09 13:15:29,739] [agent.SYSTEM] INFO: ────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────── [LLM] provider = monica [LLM] model_name = gpt-4o [LLM] model_path = (æœĒ莞įŊŽ) [LLM] api_key = *** [LLM] temperature = 0.7 [MCP] server_name = MCPServer [MCP] transport = stdio [MCP] tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] max_steps = 10 [LOG] level = DEBUG ────────────────────────────────────────────────── [2026-03-09 13:15:29,742] [agent.MCP] INFO: 🚀 MCP Server [MCPServer] 启动 [2026-03-09 13:15:29,743] [agent.MCP] INFO: transport = stdio [2026-03-09 13:15:29,743] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:15:29,745] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:15:29,745] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:15:29,745] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:15:29,745] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:15:29,746] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:15:29,746] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:15:29,747] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:15:29,748] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:15:29,748] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ– [2026-03-09 13:15:29,749] [agent.LLM] INFO: provider = monica [2026-03-09 13:15:29,749] [agent.LLM] INFO: model_name = gpt-4o [2026-03-09 13:15:29,749] [agent.LLM] INFO: model_path = (æœĒ莞įŊŽ) [2026-03-09 13:15:29,749] [agent.LLM] INFO: api_base = https://openapi.monica.im/v1 [2026-03-09 13:15:29,750] [agent.LLM] INFO: temperature= 0.7 [2026-03-09 13:15:29,750] [agent.LLM] INFO: max_tokens = 4096 [2026-03-09 13:15:29,751] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:15:29,752] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆæ”¯æŒå¤šæ­Ĩ串行调į”¨īŧ‰ [2026-03-09 13:15:29,752] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:17:27,993] [agent.CLIENT] INFO: ══════════════════════════════════════════════════════════ [2026-03-09 13:17:27,995] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ [2026-03-09 13:17:27,996] [agent.CLIENT] INFO: ══════════════════════════════════════════════════════════ [2026-03-09 13:17:27,996] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ... [2026-03-09 13:17:27,997] [agent.CLIENT] INFO: đŸ—ē Step 2 [LLM] 分析äģģåŠĄīŧŒč§„划åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:17:27,997] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž [gpt-4o]: äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ... [2026-03-09 13:17:27,998] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (436 chars) [2026-03-09 13:17:27,998] [agent.LLM] INFO: 📋 č§„åˆ’åŽŒæˆ: ChainPlan(goal='äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ', chain=[1]web_search) [2026-03-09 13:17:27,998] [agent.LLM] INFO: Step 1: [web_search] depends_on=[] — įŊ‘įģœæœį´ĸ [2026-03-09 13:17:27,998] [agent.CLIENT] INFO: ────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ æ­ĨéĒ¤: 1 æ­Ĩ ────────────────────────────────────────────────────────── [2026-03-09 13:17:27,999] [agent.CLIENT] INFO: â–ļ Step 1/1 æ‰§čĄŒä¸­ åˇĨå…ˇ: [web_search] č¯´æ˜Ž: įŊ‘įģœæœį´ĸ 参数: {'query': 'äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ', 'max_results': 5} [2026-03-09 13:17:28,002] [agent.CLIENT] INFO: 📡 [MCP] å‘é€č¯ˇæą‚: {'jsonrpc': '2.0', 'id': 'dc801fda', 'method': 'tools/call', 'params': {'name': 'web_search', 'arguments': {'query': 'äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ', 'max_results': 5}}} [2026-03-09 13:17:28,003] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=dc801fda method=tools/call transport=stdio [2026-03-09 13:17:28,003] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [web_search]īŧŒå‚æ•°: {'query': 'äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒ', 'max_results': 5} [2026-03-09 13:17:28,108] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [web_search] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:17:28,109] [agent.CLIENT] INFO: ✅ Step 1 成功: 搜į´ĸ「äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒã€(mock)īŧŒå…ą 2 æĄ: [1] Python 厘斚文æĄŖ Python 3.12 新į‰šæ€§īŧš... [2026-03-09 13:17:28,109] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 搜į´ĸ「äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pythonäģŖį åšļčŋ›čĄŒæ‰§čĄŒã€(mock)īŧŒå…ą 2 æĄ: [1] Python 厘斚文æĄŖ ... [2026-03-09 13:17:28,111] [agent.CLIENT] INFO: ────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 1/1 æ­Ĩ ────────────────────────────────────────────────────────── [2026-03-09 13:17:28,111] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合所有æ­ĨéĒ¤įģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:17:28,111] [agent.LLM] INFO: ✍ī¸ 整合单æ­ĨåˇĨå…ˇįģ“æžœ [gpt-4o]... [2026-03-09 13:17:28,111] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [web_search] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 搜į´ĸ「äģŽäģŽįŊ‘įģœæœį´ĸčŽˇå–įŗģįģŸåį§°įš„pyth... [2026-03-09 13:18:21,524] [agent.CLIENT] INFO: ══════════════════════════════════════════════════════════ [2026-03-09 13:18:21,524] [agent.CLIENT] INFO: 📨 Step 1 [CLIENT] æ”ļ到į”¨æˆˇčž“å…Ĩ: 莥įŽ—1+1į­‰äēŽå¤šå°‘ [2026-03-09 13:18:21,524] [agent.CLIENT] INFO: ══════════════════════════════════════════════════════════ [2026-03-09 13:18:21,525] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 莥įŽ—1+1į­‰äēŽå¤šå°‘... [2026-03-09 13:18:21,525] [agent.CLIENT] INFO: đŸ—ē Step 2 [LLM] 分析äģģåŠĄīŧŒč§„划åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:18:21,526] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž [gpt-4o]: 莥įŽ—1+1į­‰äēŽå¤šå°‘... [2026-03-09 13:18:21,526] [agent.LLM] DEBUG: 📝 Prompt åˇ˛æž„é€  (617 chars) [2026-03-09 13:18:21,528] [agent.LLM] INFO: 📋 č§„åˆ’åŽŒæˆ: ChainPlan(goal='莥įŽ—1+1į­‰äēŽå¤šå°‘', chain=[1]calculator) [2026-03-09 13:18:21,528] [agent.LLM] INFO: Step 1: [calculator] depends_on=[] — 数å­Ļ莥įŽ— [2026-03-09 13:18:21,529] [agent.CLIENT] INFO: ────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: 莥įŽ—1+1į­‰äēŽå¤šå°‘ æ­ĨéĒ¤: 1 æ­Ĩ ────────────────────────────────────────────────────────── [2026-03-09 13:18:21,529] [agent.CLIENT] INFO: â–ļ Step 1/1 æ‰§čĄŒä¸­ åˇĨå…ˇ: [calculator] č¯´æ˜Ž: 数å­Ļ莥įŽ— 参数: {'expression': '1+1'} [2026-03-09 13:18:21,530] [agent.CLIENT] INFO: 📡 [MCP] å‘é€č¯ˇæą‚: {'jsonrpc': '2.0', 'id': 'd6becfe5', 'method': 'tools/call', 'params': {'name': 'calculator', 'arguments': {'expression': '1+1'}}} [2026-03-09 13:18:21,530] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=d6becfe5 method=tools/call transport=stdio [2026-03-09 13:18:21,530] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '1+1'} [2026-03-09 13:18:21,532] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:18:21,533] [agent.CLIENT] INFO: ✅ Step 1 成功: 1+1 = 2... [2026-03-09 13:18:21,533] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 1+1 = 2... [2026-03-09 13:18:21,533] [agent.CLIENT] INFO: ────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 1/1 æ­Ĩ ────────────────────────────────────────────────────────── [2026-03-09 13:18:21,534] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 整合所有æ­ĨéĒ¤įģ“æžœīŧŒį”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:18:21,534] [agent.LLM] INFO: ✍ī¸ 整合单æ­ĨåˇĨå…ˇįģ“æžœ [gpt-4o]... [2026-03-09 13:18:21,534] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ åˇ˛é€ščŋ‡ [calculator] åˇĨå…ˇå¤„į†æ‚¨įš„č¯ˇæą‚ã€‚ **æ‰§čĄŒįģ“æžœ:** 1+1 = 2 --- *į”ą gpt-... [2026-03-09 13:29:29,657] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 13:29:29,659] [agent.SYSTEM] INFO: ──────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ──────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = (æœĒ莞įŊŽ) [LLM] api_base_url = (éģ˜čŽ¤) [LLM] temperature = 0.7 [LLM] max_tokens = 4096 [LLM] function_calling = True [LLM] stream = False [LLM] max_retries = 3 [MCP] server_name = DemoMCPServer [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] fallback_rules = True [LOG] level = DEBUG ──────────────────────────────────────────────────── [2026-03-09 13:29:29,661] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 13:29:29,662] [agent.MCP] INFO: transport = stdio [2026-03-09 13:29:29,662] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:29:29,663] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:29:29,663] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:29:29,664] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:29:29,664] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:29:29,664] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:29:29,664] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:29:29,665] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:29:29,665] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:29:29,665] [agent.LLM] INFO: 🏭 Provider åˇĨ厂: 创åģē [openai] Provider [2026-03-09 13:29:33,124] [agent.LLM] WARNING: ⚠ī¸ LLM_API_KEY æœĒ莞įŊŽīŧŒOpenAI API 调į”¨å°†å¤ąč´Ĩ。 č¯ˇčŽžįŊŽįŽ¯åĸƒå˜é‡: export LLM_API_KEY=sk-... [2026-03-09 13:29:33,315] [agent.LLM] INFO: ✅ OpenAI åŽĸæˆˇįĢ¯åˆå§‹åŒ–厌成 model = gpt-4o base_url = https://api.openai.com/v1 max_retries= 3 [2026-03-09 13:29:33,315] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–厌成 [2026-03-09 13:29:33,315] [agent.LLM] INFO: provider = openai [2026-03-09 13:29:33,315] [agent.LLM] INFO: model_name = gpt-4o [2026-03-09 13:29:33,315] [agent.LLM] INFO: function_calling = True [2026-03-09 13:29:33,315] [agent.LLM] INFO: temperature = 0.7 [2026-03-09 13:29:33,316] [agent.LLM] INFO: fallback_rules = True [2026-03-09 13:29:33,316] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:29:33,317] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰ [2026-03-09 13:29:33,317] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:30:14,954] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 13:30:14,954] [agent.SYSTEM] INFO: ──────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ──────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = *** [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] temperature = 0.7 [LLM] max_tokens = 4096 [LLM] function_calling = True [LLM] stream = False [LLM] max_retries = 3 [MCP] server_name = DemoMCPServer [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] fallback_rules = True [LOG] level = DEBUG ──────────────────────────────────────────────────── [2026-03-09 13:30:14,955] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 13:30:14,956] [agent.MCP] INFO: transport = stdio [2026-03-09 13:30:14,956] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:30:14,957] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:30:14,957] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:30:14,957] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:30:14,958] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:30:14,958] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:30:14,959] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:30:14,960] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:30:14,960] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:30:14,961] [agent.LLM] INFO: 🏭 Provider åˇĨ厂: 创åģē [openai] Provider [2026-03-09 13:30:17,075] [agent.LLM] INFO: 🔗 äŊŋį”¨č‡Ē厚䚉 API 地址: https://openapi.monica.im/v1 [2026-03-09 13:30:17,245] [agent.LLM] INFO: ✅ OpenAI åŽĸæˆˇįĢ¯åˆå§‹åŒ–厌成 model = gpt-4o base_url = https://openapi.monica.im/v1 max_retries= 3 [2026-03-09 13:30:17,246] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–厌成 [2026-03-09 13:30:17,246] [agent.LLM] INFO: provider = openai [2026-03-09 13:30:17,246] [agent.LLM] INFO: model_name = gpt-4o [2026-03-09 13:30:17,246] [agent.LLM] INFO: function_calling = True [2026-03-09 13:30:17,247] [agent.LLM] INFO: temperature = 0.7 [2026-03-09 13:30:17,247] [agent.LLM] INFO: fallback_rules = True [2026-03-09 13:30:17,248] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:30:17,249] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰ [2026-03-09 13:30:17,249] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:30:39,084] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:30:39,085] [agent.CLIENT] INFO: 📨 æ”ļ到į”¨æˆˇčž“å…Ĩ: 234䚘äģĨ123į­‰äēŽå¤šå°‘ [2026-03-09 13:30:39,085] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:30:39,086] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] 234䚘äģĨ123į­‰äēŽå¤šå°‘... [2026-03-09 13:30:39,086] [agent.CLIENT] INFO: đŸ—ē Step 2 [LLM] č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:30:39,086] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž: 234䚘äģĨ123į­‰äēŽå¤šå°‘... [2026-03-09 13:30:39,087] [agent.LLM] DEBUG: 📤 å‘é€č§„åˆ’č¯ˇæą‚īŧŒtools 数量: 4 [2026-03-09 13:30:39,087] [agent.LLM] DEBUG: 📤 æļˆæ¯åŽ†å˛é•ŋåēĻ: 3 [2026-03-09 13:30:42,294] [agent.LLM] INFO: 📊 Token į”¨é‡: prompt=395, completion=17 [2026-03-09 13:30:42,294] [agent.LLM] INFO: 📋 č§Ŗ析到 1 ä¸ĒåˇĨå…ˇč°ƒį”¨æ­ĨéĒ¤ [2026-03-09 13:30:42,294] [agent.LLM] INFO: 📋 OpenAI č§„åˆ’åŽŒæˆ: 1 æ­Ĩ [2026-03-09 13:30:42,294] [agent.LLM] INFO: Step 1: [calculator] args={'expression': '234*123'} [2026-03-09 13:30:42,294] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: calculator æ­ĨéĒ¤: 1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:30:42,295] [agent.CLIENT] INFO: â–ļ Step 1 æ‰§čĄŒä¸­ åˇĨå…ˇ: [calculator] č¯´æ˜Ž: 调į”¨ calculatorīŧˆį”ą OpenAI Function Calling č§„åˆ’īŧ‰ 参数: {'expression': '234*123'} call_id: call_6b8b5745 [2026-03-09 13:30:42,295] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=11862afa method=tools/call transport=stdio [2026-03-09 13:30:42,295] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '234*123'} [2026-03-09 13:30:42,297] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:30:42,297] [agent.CLIENT] INFO: ✅ Step 1 成功: 234*123 = 28782... [2026-03-09 13:30:42,297] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 234*123 = 28782... [2026-03-09 13:30:42,297] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 1/1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:30:42,297] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 调į”¨ OpenAI į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:30:42,298] [agent.LLM] INFO: ✍ī¸ 整合单æ­ĨåˇĨå…ˇįģ“æžœ [calculator]... [2026-03-09 13:30:42,298] [agent.LLM] INFO: ✍ī¸ į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:30:42,298] [agent.LLM] DEBUG: 📤 发送回复į”Ÿæˆč¯ˇæą‚īŧŒæļˆæ¯é•ŋåēĻ: 3 [2026-03-09 13:30:42,924] [agent.LLM] WARNING: ⚠ī¸ OpenAI 回复į”Ÿæˆå¤ąč´Ĩ: į”Ÿæˆå›žå¤å¤ąč´Ĩ: Error code: 400 - {'error': {'code': '11111', 'message': "StatusCode: 400: API returned unexpected status code: 400: Invalid parameter: messages with role 'tool' must be a response to a preceeding message with 'tool_calls'.", 'type': 'invalid_request_error'}} [2026-03-09 13:30:42,924] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ **äģģåŠĄåˇ˛åŽŒæˆ** 针寚您įš„éœ€æą‚ã€Œ234䚘äģĨ123į­‰äēŽå¤šå°‘」īŧŒæ‰§čĄŒįģ“æžœåĻ‚下īŧš 234*123 = 28782... [2026-03-09 13:30:42,924] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-03-09 13:34:35,843] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:34:35,845] [agent.CLIENT] INFO: 📨 æ”ļ到į”¨æˆˇčž“å…Ĩ: å…ˆčŽĄįŽ—34䚘äģĨ45īŧŒå†čŽĄįŽ—12䚘äģĨ23 [2026-03-09 13:34:35,845] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:34:35,846] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] å…ˆčŽĄįŽ—34䚘äģĨ45īŧŒå†čŽĄįŽ—12䚘äģĨ23... [2026-03-09 13:34:35,846] [agent.CLIENT] INFO: đŸ—ē Step 2 [LLM] č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:34:35,846] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž: å…ˆčŽĄįŽ—34䚘äģĨ45īŧŒå†čŽĄįŽ—12䚘äģĨ23... [2026-03-09 13:34:35,846] [agent.LLM] DEBUG: 📤 å‘é€č§„åˆ’č¯ˇæą‚īŧŒtools 数量: 4 [2026-03-09 13:34:35,847] [agent.LLM] DEBUG: 📤 æļˆæ¯åŽ†å˛é•ŋåēĻ: 4 [2026-03-09 13:34:37,936] [agent.LLM] INFO: 📊 Token į”¨é‡: prompt=424, completion=49 [2026-03-09 13:34:37,936] [agent.LLM] INFO: 📋 č§Ŗ析到 2 ä¸ĒåˇĨå…ˇč°ƒį”¨æ­ĨéĒ¤ [2026-03-09 13:34:37,937] [agent.LLM] INFO: 📋 OpenAI č§„åˆ’åŽŒæˆ: 2 æ­Ĩ [2026-03-09 13:34:37,937] [agent.LLM] INFO: Step 1: [calculator] args={'expression': '34*45'} [2026-03-09 13:34:37,937] [agent.LLM] INFO: Step 2: [calculator] args={'expression': '12*23'} [2026-03-09 13:34:37,937] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: calculator → calculator æ­ĨéĒ¤: 2 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:34:37,938] [agent.CLIENT] INFO: â–ļ Step 1 æ‰§čĄŒä¸­ åˇĨå…ˇ: [calculator] č¯´æ˜Ž: 调į”¨ calculatorīŧˆį”ą OpenAI Function Calling č§„åˆ’īŧ‰ 参数: {'expression': '34*45'} call_id: call_78edf968 [2026-03-09 13:34:37,938] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=ec8a2d23 method=tools/call transport=stdio [2026-03-09 13:34:37,938] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '34*45'} [2026-03-09 13:34:37,938] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:34:37,938] [agent.CLIENT] INFO: ✅ Step 1 成功: 34*45 = 1530... [2026-03-09 13:34:37,938] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 34*45 = 1530... [2026-03-09 13:34:37,939] [agent.CLIENT] INFO: â–ļ Step 2 æ‰§čĄŒä¸­ åˇĨå…ˇ: [calculator] č¯´æ˜Ž: 调į”¨ calculatorīŧˆį”ą OpenAI Function Calling č§„åˆ’īŧ‰ 参数: {'expression': '12*23'} call_id: call_f3174090 [2026-03-09 13:34:37,939] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=ce5f9e24 method=tools/call transport=stdio [2026-03-09 13:34:37,939] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '12*23'} [2026-03-09 13:34:37,939] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:34:37,939] [agent.CLIENT] INFO: ✅ Step 2 成功: 12*23 = 276... [2026-03-09 13:34:37,940] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 12*23 = 276... [2026-03-09 13:34:37,940] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 2/2 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:34:37,940] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 调į”¨ OpenAI į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:34:37,940] [agent.LLM] INFO: ✍ī¸ į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:34:37,940] [agent.LLM] DEBUG: 📤 发送回复į”Ÿæˆč¯ˇæą‚īŧŒæļˆæ¯é•ŋåēĻ: 5 [2026-03-09 13:34:39,468] [agent.LLM] INFO: ✅ 回复į”ŸæˆæˆåŠŸīŧŒé•ŋåēĻ: 25 charsīŧŒToken: 18 [2026-03-09 13:34:39,469] [agent.LLM] INFO: ✅ OpenAI 回复į”ŸæˆæˆåŠŸ (25 chars) [2026-03-09 13:34:39,469] [agent.MEMORY] DEBUG: đŸ’Ŧ [CHAIN] 34䚘äģĨ45į­‰äēŽ1530īŧŒ12䚘äģĨ23į­‰äēŽ276。... [2026-03-09 13:34:39,469] [agent.MEMORY] INFO: 🔗 调į”¨é“žåˇ˛čŽ°åŊ•: 2/2 æ­Ĩ成功 [2026-03-09 13:34:39,470] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-03-09 13:35:13,266] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:35:13,267] [agent.CLIENT] INFO: 📨 æ”ļ到į”¨æˆˇčž“å…Ĩ: å…ˆčŽĄįŽ—34䚘äģĨ56īŧŒå†å°†įģ“果䚘äģĨ12 [2026-03-09 13:35:13,268] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:35:13,268] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] å…ˆčŽĄįŽ—34䚘äģĨ56īŧŒå†å°†įģ“果䚘äģĨ12... [2026-03-09 13:35:13,269] [agent.CLIENT] INFO: đŸ—ē Step 2 [LLM] č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:35:13,269] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž: å…ˆčŽĄįŽ—34䚘äģĨ56īŧŒå†å°†įģ“果䚘äģĨ12... [2026-03-09 13:35:13,269] [agent.LLM] DEBUG: 📤 å‘é€č§„åˆ’č¯ˇæą‚īŧŒtools 数量: 4 [2026-03-09 13:35:13,270] [agent.LLM] DEBUG: 📤 æļˆæ¯åŽ†å˛é•ŋåēĻ: 6 [2026-03-09 13:35:15,298] [agent.LLM] INFO: 📊 Token į”¨é‡: prompt=461, completion=17 [2026-03-09 13:35:15,299] [agent.LLM] INFO: 📋 č§Ŗ析到 1 ä¸ĒåˇĨå…ˇč°ƒį”¨æ­ĨéĒ¤ [2026-03-09 13:35:15,299] [agent.LLM] INFO: 📋 OpenAI č§„åˆ’åŽŒæˆ: 1 æ­Ĩ [2026-03-09 13:35:15,299] [agent.LLM] INFO: Step 1: [calculator] args={'expression': '34*56'} [2026-03-09 13:35:15,299] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: calculator æ­ĨéĒ¤: 1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:35:15,300] [agent.CLIENT] INFO: â–ļ Step 1 æ‰§čĄŒä¸­ åˇĨå…ˇ: [calculator] č¯´æ˜Ž: 调į”¨ calculatorīŧˆį”ą OpenAI Function Calling č§„åˆ’īŧ‰ 参数: {'expression': '34*56'} call_id: call_6e1cc584 [2026-03-09 13:35:15,300] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=a2b93b20 method=tools/call transport=stdio [2026-03-09 13:35:15,300] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '34*56'} [2026-03-09 13:35:15,300] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:35:15,301] [agent.CLIENT] INFO: ✅ Step 1 成功: 34*56 = 1904... [2026-03-09 13:35:15,301] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 34*56 = 1904... [2026-03-09 13:35:15,301] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 1/1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:35:15,301] [agent.CLIENT] INFO: ✍ī¸ Step 5 [LLM] 调į”¨ OpenAI į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:35:15,301] [agent.LLM] INFO: ✍ī¸ 整合单æ­ĨåˇĨå…ˇįģ“æžœ [calculator]... [2026-03-09 13:35:15,302] [agent.LLM] INFO: ✍ī¸ į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:35:15,302] [agent.LLM] DEBUG: 📤 发送回复į”Ÿæˆč¯ˇæą‚īŧŒæļˆæ¯é•ŋåēĻ: 3 [2026-03-09 13:35:15,929] [agent.LLM] WARNING: ⚠ī¸ OpenAI 回复į”Ÿæˆå¤ąč´Ĩ: į”Ÿæˆå›žå¤å¤ąč´Ĩ: Error code: 400 - {'error': {'code': '11111', 'message': "StatusCode: 400: API returned unexpected status code: 400: Invalid parameter: messages with role 'tool' must be a response to a preceeding message with 'tool_calls'.", 'type': 'invalid_request_error'}} [2026-03-09 13:35:15,929] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] ✅ **äģģåŠĄåˇ˛åŽŒæˆ** 针寚您įš„éœ€æą‚ã€Œå…ˆčŽĄįŽ—34䚘äģĨ56īŧŒå†å°†įģ“果䚘äģĨ12」īŧŒæ‰§čĄŒįģ“æžœåĻ‚下īŧš 34*56 = 190... [2026-03-09 13:35:15,930] [agent.CLIENT] INFO: 🎉 [CLIENT] æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-03-09 13:39:06,494] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 13:39:06,494] [agent.SYSTEM] INFO: ──────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ──────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = *** [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] temperature = 0.7 [LLM] max_tokens = 4096 [LLM] function_calling = True [LLM] stream = False [LLM] max_retries = 3 [MCP] server_name = DemoMCPServer [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [MEMORY] max_history = 20 [AGENT] multi_step = True [AGENT] fallback_rules = True [LOG] level = DEBUG ──────────────────────────────────────────────────── [2026-03-09 13:39:06,495] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 13:39:06,495] [agent.MCP] INFO: transport = stdio [2026-03-09 13:39:06,496] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:39:06,497] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 13:39:06,498] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 13:39:06,498] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 13:39:06,498] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 13:39:06,498] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 13:39:06,498] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 13:39:06,499] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 13:39:06,499] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 13:39:06,499] [agent.LLM] INFO: 🏭 Provider åˇĨ厂: 创åģē [openai] Provider [2026-03-09 13:39:08,884] [agent.LLM] INFO: 🔗 äŊŋį”¨č‡Ē厚䚉 API 地址: https://openapi.monica.im/v1 [2026-03-09 13:39:09,057] [agent.LLM] INFO: ✅ OpenAI åŽĸæˆˇįĢ¯åˆå§‹åŒ–厌成 model = gpt-4o base_url = https://openapi.monica.im/v1 max_retries= 3 [2026-03-09 13:39:09,058] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–厌成 [2026-03-09 13:39:09,058] [agent.LLM] INFO: provider = openai [2026-03-09 13:39:09,058] [agent.LLM] INFO: model_name = gpt-4o [2026-03-09 13:39:09,058] [agent.LLM] INFO: function_calling = True [2026-03-09 13:39:09,058] [agent.LLM] INFO: temperature = 0.7 [2026-03-09 13:39:09,059] [agent.LLM] INFO: fallback_rules = True [2026-03-09 13:39:09,059] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 13:39:09,060] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰ [2026-03-09 13:39:09,061] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor'] [2026-03-09 13:39:25,884] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:39:25,884] [agent.CLIENT] INFO: 📨 æ”ļ到į”¨æˆˇčž“å…Ĩ: å…ˆčŽĄįŽ—34䚘äģĨ12īŧŒå†å°†įģ“果䚘äģĨ56 [2026-03-09 13:39:25,884] [agent.CLIENT] INFO: ════════════════════════════════════════════════════════════ [2026-03-09 13:39:25,885] [agent.MEMORY] DEBUG: đŸ’Ŧ [USER] å…ˆčŽĄįŽ—34䚘äģĨ12īŧŒå†å°†įģ“果䚘äģĨ56... [2026-03-09 13:39:25,885] [agent.CLIENT] INFO: đŸ—ē [LLM] č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž... [2026-03-09 13:39:25,885] [agent.LLM] INFO: đŸ—ē č§„åˆ’åˇĨå…ˇč°ƒį”¨é“ž: å…ˆčŽĄįŽ—34䚘äģĨ12īŧŒå†å°†įģ“果䚘äģĨ56... [2026-03-09 13:39:25,886] [agent.LLM] DEBUG: 📤 å‘é€č§„åˆ’č¯ˇæą‚īŧŒtools 数量: 4 [2026-03-09 13:39:25,886] [agent.LLM] DEBUG: 📤 æļˆæ¯åŽ†å˛é•ŋåēĻ: 3 [2026-03-09 13:39:28,752] [agent.LLM] INFO: 📊 Token į”¨é‡: prompt=405, completion=17 [2026-03-09 13:39:28,752] [agent.LLM] INFO: 📋 č§Ŗ析到 1 ä¸ĒåˇĨå…ˇč°ƒį”¨æ­ĨéĒ¤ [2026-03-09 13:39:28,753] [agent.LLM] INFO: 📋 OpenAI č§„åˆ’åŽŒæˆ: 1 æ­Ĩ [2026-03-09 13:39:28,753] [agent.LLM] INFO: Step 1: [calculator] args={'expression': '34*12'} [2026-03-09 13:39:28,753] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── 🔗 åŧ€å§‹æ‰§čĄŒåˇĨå…ˇč°ƒį”¨é“ž į›Žæ ‡: calculator æ­ĨéĒ¤: 1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:39:28,753] [agent.CLIENT] DEBUG: 🔑 éĸ„į”Ÿæˆ tool_call_ids: {1: 'call_d656a0cfe9ab'} [2026-03-09 13:39:28,753] [agent.CLIENT] INFO: â–ļ Step 1 æ‰§čĄŒä¸­ åˇĨå…ˇ : [calculator] č¯´æ˜Ž : 调į”¨ calculatorīŧˆį”ą OpenAI Function Calling č§„åˆ’īŧ‰ 参数 : {'expression': '34*12'} call_id : call_d656a0cfe9ab [2026-03-09 13:39:28,754] [agent.MCP] INFO: 📨 æ”ļåˆ°č¯ˇæą‚ id=df72b664 method=tools/call transport=stdio [2026-03-09 13:39:28,754] [agent.TOOL] INFO: â–ļ æ‰§čĄŒåˇĨå…ˇ [calculator]īŧŒå‚æ•°: {'expression': '34*12'} [2026-03-09 13:39:28,754] [agent.TOOL] INFO: ✅ åˇĨå…ˇ [calculator] æ‰§čĄŒæˆåŠŸ [2026-03-09 13:39:28,754] [agent.CLIENT] INFO: ✅ Step 1 成功: 34*12 = 408... [2026-03-09 13:39:28,754] [agent.MEMORY] DEBUG: đŸ’Ŧ [TOOL] 34*12 = 408... [2026-03-09 13:39:28,754] [agent.CLIENT] DEBUG: đŸ“Ļ OpenAI æļˆæ¯å—įģ“æž„: [2026-03-09 13:39:28,754] [agent.CLIENT] DEBUG: [0] assistant tool_calls.ids = ['call_d656a0cfe9ab'] [2026-03-09 13:39:28,755] [agent.CLIENT] DEBUG: [1] tool tool_call_id = call_d656a0cfe9ab content = 34*12 = 408... [2026-03-09 13:39:28,755] [agent.CLIENT] INFO: ──────────────────────────────────────────────────────────── ✅ 调į”¨é“žæ‰§čĄŒåŽŒæˆ 厌成: 1/1 æ­Ĩ ──────────────────────────────────────────────────────────── [2026-03-09 13:39:28,755] [agent.CLIENT] INFO: ✍ī¸ [LLM] 调į”¨ OpenAI į”Ÿæˆæœ€įģˆå›žå¤... [2026-03-09 13:39:28,755] [agent.LLM] INFO: ✍ī¸ į”Ÿæˆæœ€įģˆå›žå¤īŧˆåˇĨå…ˇč°ƒį”¨é“žæ¨Ąåŧīŧ‰... [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: 📤 å‘é€å›žå¤č¯ˇæą‚īŧŒæļˆæ¯æ•°: 4 [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: 📋 æļˆæ¯åēåˆ—įģ“æž„: [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: [0] system äŊ æ˜¯ä¸€ä¸Ē友åĨŊ、专业įš„ AI 劊手。 č¯ˇåŸēäēŽåˇ˛æ‰§čĄŒįš„åˇĨå…ˇč°ƒį”¨įģ“æžœīŧŒį”¨æ¸…晰、č‡Ēį„ļįš„č¯­č¨€å›žį­”į”¨æˆˇįš„é—Žéĸ˜ã€‚ ... [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: [1] user å…ˆčŽĄįŽ—34䚘äģĨ12īŧŒå†å°†įģ“果䚘äģĨ56... [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: [2] assistant tool_calls=['calculator'] ids=['call_d656a0cfe9ab'] [2026-03-09 13:39:28,755] [agent.LLM] DEBUG: [3] tool tool_call_id=call_d656a0cfe9ab content=34*12 = 408... [2026-03-09 13:39:28,756] [agent.LLM] DEBUG: 📤 发送回复į”Ÿæˆč¯ˇæą‚īŧŒæļˆæ¯é•ŋåēĻ: 4 [2026-03-09 13:39:30,293] [agent.LLM] INFO: ✅ 回复į”ŸæˆæˆåŠŸīŧŒé•ŋåēĻ: 27 charsīŧŒToken: 18 [2026-03-09 13:39:30,294] [agent.LLM] INFO: ✅ OpenAI 回复į”ŸæˆæˆåŠŸ (27 chars) [2026-03-09 13:39:30,294] [agent.MEMORY] DEBUG: đŸ’Ŧ [ASSISTANT] 34䚘äģĨ12įš„įģ“果是408。æŽĨ下æĨ莥įŽ—408䚘äģĨ56。... [2026-03-09 13:39:30,294] [agent.CLIENT] INFO: 🎉 æĩį¨‹åŽŒæˆīŧŒå›žå¤åˇ˛čŋ”回 [2026-03-09 14:03:41,261] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:03:41,271] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:03:41,271] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:03:41,276] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:03:41,278] [agent.MCP] INFO: transport = stdio [2026-03-09 14:03:41,278] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:05:16,524] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:05:16,529] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:05:16,529] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:05:16,530] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:05:16,530] [agent.MCP] INFO: transport = stdio [2026-03-09 14:05:16,531] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:06:01,148] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:06:01,156] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:06:01,157] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:06:01,161] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:06:01,161] [agent.MCP] INFO: transport = stdio [2026-03-09 14:06:01,161] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:06:11,760] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:06:11,766] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:06:11,766] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:06:11,767] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:06:11,767] [agent.MCP] INFO: transport = stdio [2026-03-09 14:06:11,768] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:06:11,768] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 14:06:11,769] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 14:06:22,925] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:06:22,939] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:06:22,940] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:06:22,942] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:06:22,942] [agent.MCP] INFO: transport = stdio [2026-03-09 14:06:22,942] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:06:22,943] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 14:06:22,943] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 14:06:44,043] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:06:44,046] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:06:44,046] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:06:44,048] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:06:44,048] [agent.MCP] INFO: transport = stdio [2026-03-09 14:06:44,048] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:06:44,049] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 14:06:44,049] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 14:06:44,049] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 14:06:44,050] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 14:07:04,527] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:07:04,531] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:07:04,532] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:07:04,532] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:07:04,533] [agent.MCP] INFO: transport = stdio [2026-03-09 14:07:04,533] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:07:04,533] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 14:07:04,533] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 14:07:04,533] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 14:07:04,533] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 14:07:04,534] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 14:07:04,534] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 14:07:40,023] [agent.TOOL.SSHDocker] WARNING: ⚠ī¸ paramiko æœĒ厉čŖ…īŧŒč¯ˇæ‰§čĄŒ: pip install paramiko>=3.0.0 [2026-03-09 14:07:40,029] [agent.SYSTEM] INFO: 🔧 åŧ€å§‹įģ„čŖ… Agent įŗģįģŸīŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰... [2026-03-09 14:07:40,029] [agent.SYSTEM] INFO: ────────────────────────────────────────────────────────────── 📋 åŊ“前配įŊŽ ────────────────────────────────────────────────────────────── [LLM] provider = openai [LLM] model_name = gpt-4o [LLM] api_key = ***ACjR [LLM] api_base_url = https://openapi.monica.im/v1 [LLM] function_calling = True [LLM] temperature = 0.7 [MCP] enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [TOOL] calculator.precision= 10 [TOOL] web_search.engine = mock [TOOL] web_search.timeout = 10s [TOOL] file_reader.root = ./workspace [TOOL] code_executor.timeout=5s [TOOL] static_analyzer.tool = cppcheck [TOOL] static_analyzer.std = c++17 [TOOL] static_analyzer.timeout = 120s [TOOL] static_analyzer.jobs = 4 [TOOL] static_analyzer.roots = (不限åˆļ) [TOOL] ssh_docker.port = 22 [TOOL] ssh_docker.user = root [TOOL] ssh_docker.conn_timeout = 30s [TOOL] ssh_docker.deploy_timeout= 300s [TOOL] ssh_docker.allowed_hosts = (不限åˆļ) [TOOL] ssh_docker.servers = (无éĸ„莞) [MEM] max_history = 20 [AGT] fallback_rules = True [LOG] level = DEBUG ────────────────────────────────────────────────────────────── [2026-03-09 14:07:40,032] [agent.MCP] INFO: 🚀 MCP Server [DemoMCPServer] 启动 [2026-03-09 14:07:40,032] [agent.MCP] INFO: transport = stdio [2026-03-09 14:07:40,032] [agent.MCP] INFO: enabled_tools = ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker'] [2026-03-09 14:07:40,033] [agent.TOOL] DEBUG: ⚙ī¸ Calculator į˛žåēĻ: 10 [2026-03-09 14:07:40,034] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [calculator] — 莥įŽ—æ•°å­Ļ襨螞åŧīŧŒæ”¯æŒåŠ å‡äš˜é™¤ã€åš‚čŋįŽ—、æ‹Ŧåˇį­‰ [2026-03-09 14:07:40,034] [agent.TOOL] DEBUG: ⚙ī¸ WebSearch engine=mock, max_results=5, api_key=(æœĒ莞įŊŽ) [2026-03-09 14:07:40,035] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [web_search] — 在äē’联įŊ‘上搜į´ĸäŋĄæ¯īŧŒčŋ”回į›¸å…ŗįŊ‘éĄĩ摘čĻ [2026-03-09 14:07:40,035] [agent.TOOL] DEBUG: ⚙ī¸ FileReader root=workspace, max_size=512KB [2026-03-09 14:07:40,035] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [file_reader] — č¯ģ取æœŦ地文äģļ内厚īŧŒäģ…限配įŊŽįš„ allowed_root į›ŽåŊ• [2026-03-09 14:07:40,036] [agent.TOOL] DEBUG: ⚙ī¸ CodeExecutor timeout=5s, sandbox=True [2026-03-09 14:07:40,036] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [code_executor] — åœ¨æ˛™įŽąįŽ¯åĸƒä¸­æ‰§čĄŒ Python äģŖį į‰‡æŽĩīŧŒčŋ”å›žæ ‡å‡†čž“å‡ē [2026-03-09 14:07:40,036] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [static_analyzer] — 寚指厚į›ŽåŊ•ä¸‹įš„ C/C++ åˇĨį¨‹č°ƒį”¨å¤–部静态分析åˇĨå…ˇīŧˆcppcheck/clang-tidy/inferīŧ‰čŋ›čĄŒäģŖį č´¨é‡æŖ€æŸĨīŧŒčŋ”å›žé”™č¯¯ã€č­Ļ告及äģŖį éŖŽæ ŧ问éĸ˜ [2026-03-09 14:07:40,036] [agent.MCP] INFO: 📌 æŗ¨å†ŒåˇĨå…ˇ: [ssh_docker] — 通čŋ‡ SSH čŋžæŽĨ到čŋœį¨‹æœåŠĄå™¨īŧŒäŊŋį”¨ Docker 部įŊ˛å’ŒįŽĄį†åŽšå™¨åē”į”¨ã€‚支持: deploy | start | stop | restart | status | logs | remove | compose_up | compose_down | compose_ps | pull | inspect | stats [2026-03-09 14:07:40,037] [agent.LLM] INFO: 🏭 Provider åˇĨ厂: 创åģē [openai] Provider [2026-03-09 14:07:42,643] [agent.LLM] INFO: 🔗 äŊŋį”¨č‡Ē厚䚉 API 地址: https://openapi.monica.im/v1 [2026-03-09 14:07:42,832] [agent.LLM] INFO: ✅ OpenAI åŽĸæˆˇįĢ¯åˆå§‹åŒ–厌成 model = gpt-4o base_url = https://openapi.monica.im/v1 max_retries= 3 [2026-03-09 14:07:42,833] [agent.LLM] INFO: 🧠 LLM åŧ•æ“Žåˆå§‹åŒ–厌成 [2026-03-09 14:07:42,833] [agent.LLM] INFO: provider = openai [2026-03-09 14:07:42,833] [agent.LLM] INFO: model_name = gpt-4o [2026-03-09 14:07:42,833] [agent.LLM] INFO: function_calling = True [2026-03-09 14:07:42,834] [agent.LLM] INFO: temperature = 0.7 [2026-03-09 14:07:42,834] [agent.LLM] INFO: fallback_rules = True [2026-03-09 14:07:42,834] [agent.MEMORY] INFO: 💾 Memory 初始化īŧŒæœ€å¤§åŽ†å˛: 20 æĄ [2026-03-09 14:07:42,834] [agent.CLIENT] INFO: đŸ’ģ Agent Client 初始化厌成īŧˆOpenAI Function Calling æ¨Ąåŧīŧ‰ [2026-03-09 14:07:42,835] [agent.SYSTEM] INFO: ✅ Agent įģ„čŖ…厌成īŧŒåˇ˛æŗ¨å†ŒåˇĨå…ˇ: ['calculator', 'web_search', 'file_reader', 'code_executor', 'static_analyzer', 'ssh_docker']