\u524d\u8a00<\/h2>\n
\u524d\u9762\u5199\u4e86\u4e0d\u5c11\u5173\u4e8e\u5927\u6a21\u578b\u3001MCP\u7684\u6587\u7ae0，\u5f88\u591a\u5c0f\u4f19\u4f34\u8dd1\u901aDemo\u540e\u90fd\u4f1a\u8dd1\u6765\u95ee\u6211\u540c\u4e00\u4e2a\u95ee\u9898：<\/p>\n
\u201c\u654f\u53d4，\u6211\u7684Agent\u600e\u4e48\u8001\u662f\u5e72\u4e0d\u597d\u6d3b？\u50cf\u4e2a\u667a\u969c\u4e00\u6837！\u201d<\/p>\n
\u8fd9\u4e2a\u95ee\u9898\u6211\u53ef\u592a\u6709\u611f\u89e6\u4e86\u3002\u4e00\u5f00\u59cb\u6211\u4e5f\u89c9\u5f97，\u4e0d\u5c31\u662f\u7ed9Agent\u914d\u51e0\u4e2a\u5de5\u5177\u561b，\u80fd\u6709\u591a\u96be？\u7ed3\u679c\u7528\u4e0b\u6765\u4e4b\u540e\u53d1\u73b0，Agent Skills（\u6280\u80fd） \u8fd9\u73a9\u610f\u513f，\u914d\u7f6e\u597d\u4e86\u662f\u667a\u80fd\u52a9\u624b，\u914d\u7f6e\u4e0d\u597d\u5c31\u771f\u6210\u201c\u667a\u969c\u201d\u52a9\u624b\u4e86\u3002<\/p>\n
\u4eca\u5929\u6211\u5c31\u628a\u8e29\u8fc7\u7684\u5751\u3001\u603b\u7ed3\u7684\u7ecf\u9a8c\u4e00\u6b21\u6027\u5012\u51fa\u6765，\u5e26\u4f60\u5f7b\u5e95\u641e\u61c2Agent Skills\u5230\u5e95\u8be5\u600e\u4e48\u73a9，\u600e\u4e48\u8ba9\u4f60\u7684Agent\u771f\u6b63\u201c\u806a\u660e\u201d\u8d77\u6765\u3002<\/p>\n
\u4ec0\u4e48\u662fAgent Skills？<\/h3>\n
\u8bf4\u4eba\u8bdd，Agent Skills\u5c31\u662f\u4f60\u7ed9AI\u667a\u80fd\u4f53\u914d\u5907\u7684\u201c\u5de5\u5177\u7bb1\u201d\u3002<\/p>\n
\u5c31\u50cf\u4f60\u65b0\u62db\u4e86\u4e2a\u52a9\u7406，\u4f60\u5f97\u544a\u8bc9\u4ed6：<\/p>\n
- \n
- \u4f1a\u7528\u4ec0\u4e48\u8f6f\u4ef6（Excel\u3001PPT\u3001Photoshop）<\/li>\n
- \u80fd\u64cd\u4f5c\u4ec0\u4e48\u7cfb\u7edf（\u516c\u53f8OA\u3001CRM\u3001\u62a5\u9500\u6d41\u7a0b）<\/li>\n
- \u6709\u4ec0\u4e48\u7279\u6b8a\u6280\u80fd（Python\u5199\u811a\u672c\u3001\u505a\u6570\u636e\u5206\u6790\u3001\u753b\u539f\u578b\u56fe）<\/li>\n<\/ul>\n
\u5728\u5927\u6a21\u578b\u9886\u57df，Skill（\u6280\u80fd） \u662f\u4e00\u4e2a\u4e13\u6709\u6982\u5ff5，\u7279\u6307\u4e00\u79cd\u5c01\u88c5\u4e86\u7279\u5b9a\u4efb\u52a1\u80fd\u529b\u3001\u53ef\u88abAI\u6a21\u578b（\u5c24\u5176\u662fAI Agent）\u6309\u9700\u8c03\u7528\u7684\u7ed3\u6784\u5316\u6a21\u5757\u3002\u5b83\u7684\u6838\u5fc3\u76ee\u6807\u662f\u8ba9\u901a\u7528\u7684AI\u5927\u6a21\u578b\u5177\u5907\u4e13\u4e1a\u3001\u53ef\u9760\u7684\u6267\u884c\u80fd\u529b，\u4ece\u800c\u9ad8\u6548\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002 \u4e3a\u4e86\u5e2e\u52a9\u4f60\u5feb\u901f\u628a\u63e1\u6838\u5fc3，\u4e0b\u8868\u5bf9\u6bd4\u4e86Skill\u4e0e\u51e0\u4e2a\u6613\u6df7\u6dc6\u6982\u5ff5\u7684\u5173\u952e\u533a\u522b\u3002 Agent Skills\u4e5f\u662f\u4e00\u6837\u7684\u9053\u7406\u3002\u4f60\u7ed9\u5927\u6a21\u578b\u914d\u4e86\u54ea\u4e9b\u6280\u80fd，\u5b83\u5c31\u80fd\u5728\u54ea\u4e9b\u9886\u57df\u5e2e\u4f60\u5e72\u6d3b\u3002<\/p>\n
\u4e3a\u4e86\u5e2e\u52a9\u4f60\u5feb\u901f\u628a\u63e1\u6838\u5fc3，\u4e0b\u8868\u5bf9\u6bd4\u4e86Skill\u4e0e\u51e0\u4e2a\u6613\u6df7\u6dc6\u6982\u5ff5\u7684\u5173\u952e\u533a\u522b\u3002<\/p>\n
\n
\u6982\u5ff5\u6838\u5fc3\u5b9a\u4f4d\u4e00\u4e2a\u5f62\u8c61\u7684\u6bd4\u55bb<\/tr>\n \n\n Skill（\u6280\u80fd）<\/td>\n \u201c\u65b9\u6cd5\u8bba\/\u77e5\u8bc6\u201d ：\u6307\u5bfc\u201c\u5982\u4f55\u201d\u5b8c\u6210\u4e00\u7c7b\u4efb\u52a1\u7684\u7ed3\u6784\u5316\u6d41\u7a0b\u4e0e\u89c4\u8303\u3002<\/td>\n \u4e00\u4efd\u8d34\u5728\u5899\u4e0a\u7684\u3001\u8be6\u7ec6\u7684\u64cd\u4f5c\u6307\u5357\u6216\u65bd\u5de5\u56fe\u7eb8\u3002<\/td>\n<\/tr>\n \n Prompt（\u63d0\u793a\u8bcd）<\/td>\n \u201c\u4e34\u65f6\u6307\u4ee4\u201d ：\u9488\u5bf9\u5355\u6b21\u5bf9\u8bdd\u7684\u3001\u76f8\u5bf9\u7b80\u5355\u7684\u6307\u4ee4\u3002<\/td>\n \u5bf9\u540c\u4e8b\u53e3\u5934\u8bf4\u7684\u4e00\u53e5\u8bdd\u6216\u4e00\u4e2a\u7b80\u5355\u8981\u6c42\u3002<\/td>\n<\/tr>\n \n Tool（\u5de5\u5177）<\/td>\n \u201c\u6267\u884c\u5668\u201d ：\u4e00\u4e2a\u88ab\u52a8\u7684\u3001\u5355\u4e00\u529f\u80fd\u7684\u63a5\u53e3（\u5982\u8c03\u7528API\u3001\u67e5\u8be2\u6570\u636e\u5e93）\u3002<\/td>\n \u7535\u94bb\u3001\u5854\u540a\u7b49\u65bd\u5de5\u5de5\u5177，\u5b83\u4e0d\u601d\u8003，\u53ea\u8d1f\u8d23\u51fa\u529b\u3002<\/td>\n<\/tr>\n \n SubAgent（\u5b50\u4ee3\u7406）<\/td>\n \u201c\u6267\u884c\u8005\u201d ：\u4e00\u4e2a\u62e5\u6709\u72ec\u7acb\u601d\u8003\u548c\u51b3\u7b56\u80fd\u529b\u7684\u201c\u4e0b\u5c5e\u201d\u6216\u201c\u5916\u5305\u56e2\u961f\u201d\u3002<\/td>\n \u4e00\u4e2a\u4e13\u95e8\u8d1f\u8d23\u201c\u780c\u5899\u201d\u7684\u72ec\u7acb\u65bd\u5de5\u961f，\u4ed6\u6709\u81ea\u5df1\u7684\u65b9\u6cd5\u548c\u8282\u594f\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4f46\u662f！ \u8fd9\u91cc\u6709\u4e2a\u5929\u5751，\u6211\u89c1\u8fc7\u592a\u591a\u4eba\u6389\u8fdb\u53bb：\u771f\u4e0d\u662f\u6280\u80fd\u8d8a\u591a\u8d8a\u597d\u3002<\/p>\n
\u6211\u7528\u4e0b\u6765\u4e4b\u540e\u53d1\u73b0，\u5f88\u591a\u5c0f\u4f19\u4f34\u559c\u6b22\u4e00\u80a1\u8111\u7ed9Agent\u585e\u51e0\u5341\u4e2a\u6280\u80fd，\u7ed3\u679c\u5462？Agent\u76f4\u63a5\u9009\u62e9\u56f0\u96be\u75c7\u53d1\u4f5c，\u4e0d\u77e5\u9053\u8be5\u7528\u54ea\u4e2a，\u6700\u540e\u5e72\u8106\u201c\u6446\u70c2\u201d\u4e0d\u5e72\u6d3b，\u6216\u8005\u778e\u7528\u4e00\u6c14\u3002<\/p>\n
\u6280\u80fd\u914d\u7f6e\u7684\u6838\u5fc3\u539f\u5219（\u6211\u7684\u8840\u6cea\u7ecf\u9a8c）<\/h3>\n
1. \u6280\u80fd\u8981\u7cbe\u51c6，\u522b\u6574\u865a\u7684<\/h4>\n
\u5343\u4e07\u522b\u641e\u90a3\u4e9b\u201c\u4e07\u80fd\u6280\u80fd\u201d，\u6bd4\u5982\u201c\u6570\u636e\u5904\u7406\u201d\u3001\u201c\u6587\u4ef6\u64cd\u4f5c\u201d\u8fd9\u79cd\u5927\u800c\u7a7a\u7684\u63cf\u8ff0\u3002Agent\u770b\u4e86\u53ea\u4f1a\u4e00\u8138\u61f5：\u4f60\u5230\u5e95\u8981\u6211\u5e72\u5565？<\/p>\n
\u9519\u8bef\u793a\u8303（Agent\u770b\u4e86\u60f3\u6253\u4eba）：<\/p>\n
{ "skill_name": "\u5904\u7406\u6587\u4ef6", "description": "\u5904\u7406\u4e00\u4e9b\u6587\u4ef6"}<\/p>\n
\u6b63\u786e\u505a\u6cd5（Agent\u770b\u4e86\u76f4\u547c\u8d34\u5fc3）：<\/p>\n
{ "skill_name": "excel_data_extract", "description": "\u4ece\u6307\u5b9a\u7684Excel\u6587\u4ef6\u4e2d，\u63d0\u53d6\u7528\u6237\u8981\u6c42\u7684\u5217\u6570\u636e\u3002\u652f\u6301 .xlsx \u548c .xls \u683c\u5f0f，\u53ef\u4ee5\u6307\u5b9a\u5de5\u4f5c\u8868\u540d\u79f0\u3002", "parameters": { "file_path": "\u5b57\u7b26\u4e32，Excel\u6587\u4ef6\u7684\u5b8c\u6574\u8def\u5f84，\u4f8b\u5982：\/data\/sales.xlsx", "sheet_name": "\u5b57\u7b26\u4e32，\u53ef\u9009，\u8981\u8bfb\u53d6\u7684\u5de5\u4f5c\u8868\u540d，\u9ed8\u8ba4\u4e3a\u7b2c\u4e00\u4e2a\u5de5\u4f5c\u8868", "columns": "\u5217\u8868，\u5fc5\u987b，\u8981\u63d0\u53d6\u7684\u5217\u540d，\u4f8b\u5982：['\u59d3\u540d', '\u9500\u552e\u989d']" }}<\/p>\n
\u770b\u5230\u6ca1？\u63cf\u8ff0\u8981\u50cf\u8bf4\u660e\u4e66\u4e00\u6837\u5177\u4f53，\u53c2\u6570\u8981\u50cfAPI\u6587\u6863\u4e00\u6837\u660e\u786e\u3002\u8fd9\u6837Agent\u624d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u8fd9\u4e2a\u6280\u80fd，\u4ee5\u53ca\u5177\u4f53\u8be5\u600e\u4e48\u7528\u3002<\/p>\n
2. \u6280\u80fd\u8981\u5206\u5c42，\u522b\u4e00\u9505\u7096<\/h4>\n
\u6211\u53d1\u73b0\u5f88\u591a\u5c0f\u4f19\u4f34\u7684Agent Skills\u914d\u7f6e\u90fd\u662f\u5e73\u94fa\u76f4\u53d9，\u51e0\u5341\u4e2a\u6280\u80fd\u5806\u5728\u4e00\u4e2a\u5217\u8868\u91cc\u3002\u8fd9\u5c31\u50cf\u4f60\u628a\u87ba\u4e1d\u5200\u3001\u6273\u624b\u3001\u7535\u94bb\u3001\u526a\u5200\u5168\u6254\u8fdb\u4e00\u4e2a\u62bd\u5c49，\u771f\u5230\u7528\u65f6，\u627e\u8d77\u6765\u8d39\u52b2\u6b7b\u4e86！<\/p>\n
\u6211\u7684\u505a\u6cd5\u662f\u5f3a\u5236\u5206\u5c42\u7ba1\u7406，\u6e05\u6670\u5f97\u4e00\u6279：<\/p>\n
skills\/\u251c\u2500\u2500 data_processing\/ # \u6570\u636e\u5904\u7406\u7c7b\u6280\u80fd\u2502 \u251c\u2500\u2500 excel_operations.json # \u8bfb\u3001\u5199\u3001\u5206\u6790Excel\u2502 \u251c\u2500\u2500 csv_operations.json # \u5904\u7406CSV\u6587\u4ef6\u2502 \u2514\u2500\u2500 database_query.json # \u67e5\u8be2\u6570\u636e\u5e93\u251c\u2500\u2500 file_operations\/ # \u57fa\u7840\u6587\u4ef6\u64cd\u4f5c\u7c7b\u6280\u80fd\u2502 \u251c\u2500\u2500 read_file.json # \u8bfb\u53d6\u6587\u672c\u6587\u4ef6\u2502 \u251c\u2500\u2500 write_file.json # \u5199\u5165\u6587\u4ef6\u2502 \u2514\u2500\u2500 search_file.json # \u6309\u5185\u5bb9\u641c\u7d22\u6587\u4ef6\u251c\u2500\u2500 web_operations\/ # \u7f51\u7edc\u76f8\u5173\u6280\u80fd\u2502 \u251c\u2500\u2500 http_request.json # \u53d1\u9001HTTP\u8bf7\u6c42\u2502 \u251c\u2500\u2500 web_scraping.json # \u7b80\u5355\u7f51\u9875\u6293\u53d6（\u5408\u89c4！）\u2502 \u2514\u2500\u2500 api_call.json # \u8c03\u7528\u7b2c\u4e09\u65b9API\u2514\u2500\u2500 system_operations\/ # \u7cfb\u7edf\u7ea7\u6280\u80fd（\u614e\u7528！） \u251c\u2500\u2500 run_command.json # \u6267\u884c\u7cfb\u7edf\u547d\u4ee4 \u251c\u2500\u2500 process_monitor.json # \u76d1\u63a7\u8fdb\u7a0b \u2514\u2500\u2500 system_info.json # \u83b7\u53d6\u7cfb\u7edf\u4fe1\u606f<\/p>\n
\u8fd9\u6837\u5206\u7c7b\u4e4b\u540e，\u4e0d\u4ec5Agent\u8c03\u7528\u65f6\u601d\u8def\u6e05\u6670，\u4f60\u81ea\u5df1\u7ef4\u62a4\u8d77\u6765\u4e5f\u65b9\u4fbf\u591a\u4e86，\u627e\u6280\u80fd\u5c31\u50cf\u5728\u6574\u7406\u597d\u7684\u5de5\u5177\u7bb1\u91cc\u62ff\u5de5\u5177\u4e00\u6837\u987a\u624b\u3002<\/p>\n
3. \u6280\u80fd\u8981\u6709\u5173\u8054\u6027，\u522b\u8ba9Agent\u201c\u65ad\u7247\u201d<\/h4>\n
\u8fd9\u662f\u4e2a\u5927\u5751！\u6211\u53d1\u73b0\u5f88\u591a\u6280\u80fd\u90fd\u662f\u5b64\u7acb\u8bbe\u8ba1\u7684，Agent\u7528\u5b8c\u4e00\u4e2a\u6280\u80fd\u540e，\u4ea7\u51fa\u7684\u7ed3\u679c\u6ca1\u6cd5\u987a\u7545\u5730\u6d41\u5230\u4e0b\u4e00\u4e2a\u6280\u80fd，\u5bfc\u81f4\u6d41\u7a0b\u201c\u65ad\u7247\u201d\u3002<\/p>\n
**\u4e3e\u4e2a\u6817\u5b50🌰：**\u4f60\u60f3\u8ba9Agent\u5e2e\u4f60：<\/p>\n
- \u4ece\u6570\u636e\u5e93\u67e5\u51fa\u4e00\u6279\u9500\u552e\u6570\u636e<\/li>\n
- \u628a\u8fd9\u6279\u6570\u636e\u5bfc\u51fa\u6210Excel\u8868\u683c<\/li>\n
- \u6700\u540e\u7528\u8fd9\u4e2aExcel\u8868\u683c\u751f\u6210\u4e00\u4efd\u53ef\u89c6\u5316\u56fe\u8868<\/li>\n
\u5982\u679c\u8fd9\u4e09\u4e2a\u6280\u80fd\u662f\u5f7c\u6b64\u5b64\u7acb\u7684，Agent\u6267\u884c\u5b8c\u7b2c\u4e00\u6b65\u201c\u67e5\u8be2\u6570\u636e\u201d\u540e\u5c31\u5361\u4f4f\u4e86\u3002\u56e0\u4e3a\u5b83\u4e0d\u77e5\u9053\u67e5\u8be2\u51fa\u6765\u7684\u201c\u6570\u636e\u201d\u8fd9\u4e2a\u5bf9\u8c61，\u8be5\u600e\u4e48\u4f5c\u4e3a\u53c2\u6570\u4f20\u7ed9\u7b2c\u4e8c\u6b65\u7684\u201c\u5bfc\u51faExcel\u201d\u6280\u80fd\u3002<\/p>\n
\u89e3\u51b3\u65b9\u6848：\u8bbe\u8ba1\u6210\u201c\u5de5\u4f5c\u6d41\u201d\u6216\u201c\u7ec4\u5408\u6280\u80fd\u201d<\/p>\n
{ "skill_name": "database_to_chart_workflow","description": "\u4e00\u7ad9\u5f0f\u5b8c\u6210\u4ece\u6570\u636e\u5e93\u67e5\u8be2\u6570\u636e\u5230\u751f\u6210\u56fe\u8868\u7684\u5b8c\u6574\u6d41\u7a0b\u3002","type": "workflow","steps": [ { "step_name": "query_sales_data", "skill": "mysql_sales_query", "produces": "raw_data_list"\/\/ \u8fd9\u4e00\u6b65\u4ea7\u51fa\u53eb raw_data_list }, { "step_name": "export_to_excel", "skill": "export_data_to_excel", "needs": "raw_data_list", \/\/ \u8fd9\u91cc\u9700\u8981\u4e0a\u4e00\u6b65\u7684\u4ea7\u51fa "produces": "excel_file_path" }, { "step_name": "generate_chart_from_excel", "skill": "excel_generate_chart", "needs": "excel_file_path"\/\/ \u8fd9\u91cc\u9700\u8981\u4e0a\u4e00\u6b65\u7684\u4ea7\u51fa } ]}<\/p>\n
\u770b\u5230\u7cbe\u9ad3\u4e86\u5417？\u628a\u6709\u903b\u8f91\u5173\u8054\u7684\u51e0\u4e2a\u6280\u80fd，\u6253\u5305\u6210\u4e00\u4e2a\u66f4\u9ad8\u9636\u7684\u201c\u5de5\u4f5c\u6d41\u201d\u6280\u80fd\u3002\u8fd9\u6837\u4f60\u53ea\u9700\u8981\u544a\u8bc9Agent：\u201c\u53bb\u8dd1\u4e00\u4e0b\u2018\u9500\u552e\u6570\u636e\u51fa\u56fe\u8868\u2019\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u201d，\u5b83\u81ea\u5df1\u5c31\u4f1a\u6309\u987a\u5e8f\u6267\u884c\u6bcf\u4e00\u6b65，\u5e76\u4e14\u81ea\u52a8\u628a\u4e0a\u4e00\u6b65\u7684\u7ed3\u679c\u4f20\u9012\u7ed9\u4e0b\u4e00\u6b65\u3002<\/p>\n
\u5b9e\u6218\u914d\u7f6e：\u624b\u628a\u624b\u6559\u4f60\u914d\u4e00\u4e2a\u201c\u6570\u636e\u5206\u6790\u52a9\u624b\u201d<\/h3>\n
\u5149\u8bf4\u4e0d\u7ec3\u5047\u628a\u5f0f，\u4e0b\u9762\u6211\u62ff\u4e00\u4e2a\u6700\u5b9e\u9645\u7684\u9700\u6c42\u6765\u6f14\u793a\u3002<\/p>\n
\u573a\u666f：\u6211\u60f3\u8981\u4e2a\u201c\u9500\u552e\u6570\u636e\u5206\u6790\u52a9\u624b\u201d<\/h4>\n
\u6211\u5e0c\u671b\u8fd9\u4e2aAgent\u80fd\u5e2e\u6211\u5b8c\u6210\u4ee5\u4e0b\u5de5\u4f5c：<\/p>\n
- \u8bfb\u53d6\u6570\u636e：\u4ece\u516c\u53f8MySQL\u6570\u636e\u5e93\u8bfb\u53d6\u6307\u5b9a\u65f6\u95f4\u6bb5\u7684\u9500\u552e\u8ba2\u5355\u3002<\/li>\n
- \u6e05\u6d17\u6570\u636e：\u5904\u7406\u4e00\u4e0b\u7f3a\u5931\u7684\u91d1\u989d\u3001\u5220\u9664\u65e0\u6548\u7684\u8d1f\u503c\u8bb0\u5f55\u3002<\/li>\n
- \u5236\u4f5c\u62a5\u8868：\u628a\u6e05\u6d17\u597d\u7684\u6570\u636e，\u586b\u5165\u56fa\u5b9a\u7684Excel\u6a21\u677f，\u751f\u6210\u7edf\u8ba1\u62a5\u8868\u3002<\/li>\n
- \u53d1\u9001\u901a\u77e5：\u628a\u751f\u6210\u7684\u62a5\u8868\u6587\u4ef6，\u901a\u8fc7\u90ae\u4ef6\u53d1\u9001\u7ed9\u76f8\u5173\u540c\u4e8b\u3002<\/li>\n
\u6280\u80fd\u914d\u7f6e\u5b9e\u6218<\/h4>\n
\u7b2c\u4e00\u6b65：\u5b9a\u4e49\u6700\u6838\u5fc3\u7684\u6570\u636e\u5e93\u67e5\u8be2\u6280\u80fd<\/p>\n
# skills\/data\/db\/mysql_sales_query.yamlname:mysql_sales_querydescription:> \u8fde\u63a5\u5230\u516c\u53f8\u7684\u9500\u552e\u6570\u636e\u5e93(sales_db)，\u67e5\u8be2\u6307\u5b9a\u65f6\u95f4\u6bb5\u5185\u7684\u8ba2\u5355\u8be6\u60c5\u3002 \u53ef\u4ee5\u6309\u4ea7\u54c1\u7c7b\u522b\u8fdb\u884c\u7b5b\u9009\u3002 \u8fd4\u56de\u7684\u662f\u7ed3\u6784\u5316\u7684\u8ba2\u5355\u6570\u636e\u5217\u8868\u3002parameters:-name:start_date type:string description:\u67e5\u8be2\u5f00\u59cb\u65e5\u671f required:true example:"2024-01-01"-name:end_date type:string description:\u67e5\u8be2\u7ed3\u675f\u65e5\u671f required:true example:"2024-01-31"-name:product_category type:string description:\u4ea7\u54c1\u7c7b\u522b\u8fc7\u6ee4（\u5982\u4e0d\u6307\u5b9a\u5219\u67e5\u8be2\u5168\u90e8） required:false example:"\u7535\u5b50\u4ea7\u54c1"implementation:type:pythoncode:| import pymysql import pandas as pd defexecute(start_date,end_date,product_category=None): # 1. \u5efa\u7acb\u6570\u636e\u5e93\u8fde\u63a5（\u5b9e\u9645\u914d\u7f6e\u8bf7\u653e\u73af\u5883\u53d8\u91cf！） conn=pymysql.connect( host='localhost', user='${DB_USER}', password='${DB_PASSWORD}', database='sales_db', charset='utf8mb4' ) # 2. \u6784\u5efaSQL sql=""" SELECT order_id, order_date, customer_name, product_name, quantity, unit_price, amount, product_category FROM orders WHERE order_date BETWEEN %s AND %s """ params=[start_date,end_date] if product_category: sql+=" AND product_category = %s" params.append(product_category) # 3. \u6267\u884c\u67e5\u8be2，\u7528Pandas\u76f4\u63a5\u8f6c\u6210\u5b57\u5178\u5217\u8868（\u65b9\u4fbf\u540e\u7eed\u5904\u7406） df=pd.read_sql(sql,conn,params=params) conn.close() # 4. \u8fd4\u56de\u6807\u51c6\u683c\u5f0f if df.empty: return{"success":True,"data":[],"message":"\u672a\u67e5\u8be2\u5230\u6570\u636e"} else: return{"success":True,"data":df.to_dict('records')}<\/p>\n
（\u6ce8：\u6570\u636e\u5e93\u5bc6\u7801\u7b49\u654f\u611f\u4fe1\u606f\u4e00\u5b9a\u8981\u7528\u73af\u5883\u53d8\u91cf${}，\u522b\u5199\u6b7b\u5728\u4ee3\u7801\u91cc！）<\/p>\n
\u7b2c\u4e8c\u6b65：\u5b9a\u4e49\u6570\u636e\u6e05\u6d17\u6280\u80fd<\/p>\n
# skills\/data\/process\/sales_data_clean.yamlname:sales_data_cleandescription:> \u5bf9\u9500\u552e\u8ba2\u5355\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3002 1. \u5c06amount（\u91d1\u989d）\u5b57\u6bb5\u7684\u7f3a\u5931\u503c(Null)\u586b\u5145\u4e3a0\u3002 2. \u8fc7\u6ee4\u6389amount\u5c0f\u4e8e0\u7684\u5f02\u5e38\u8bb0\u5f55（\u53ef\u80fd\u662f\u9000\u6b3e\u6216\u9519\u8bef\u6570\u636e）\u3002parameters:-name:raw_orders type:list description:\u539f\u59cb\u8ba2\u5355\u6570\u636e\u5217\u8868，\u901a\u5e38\u6765\u81ea\u6570\u636e\u5e93\u67e5\u8be2 required:trueimplementation:type:pythoncode:| import pandas as pd defexecute(raw_orders): if not raw_orders: return{"success":True,"data":[],"message":"\u8f93\u5165\u6570\u636e\u4e3a\u7a7a"} df=pd.DataFrame(raw_orders) # 1. \u586b\u5145\u7f3a\u5931\u91d1\u989d df['amount'].fillna(0,inplace=True) # 2. \u8fc7\u6ee4\u6389\u8d1f\u91d1\u989d（\u4fdd\u7559\u91d1\u989d\u4e3a0\u7684\u8bb0\u5f55，\u53ef\u80fd\u662f\u8d60\u54c1） df=df[df['amount']>=0] # 3. \u8fd4\u56de\u6e05\u6d17\u540e\u7684\u6570\u636e cleaned_orders=df.to_dict('records') return{ "success":True, "data":cleaned_orders, "message":f"\u6e05\u6d17\u5b8c\u6210，\u539f\u59cb{len(raw_orders)}\u6761，\u5269\u4f59{len(cleaned_orders)}\u6761" }<\/p>\n
\u7b2c\u4e09\u6b65（\u5173\u952e！）：\u5b9a\u4e49\u5de5\u4f5c\u6d41，\u628a\u6280\u80fd\u4e32\u8d77\u6765<\/p>\n
# workflows\/sales_analysis_weekly.yamlname:sales_analysis_weekly_workflowdescription:\u5b8c\u6574\u7684\u5468\u5ea6\u9500\u552e\u6570\u636e\u5206\u6790\u5e76\u90ae\u4ef6\u53d1\u9001\u6d41\u7a0b\u3002# \u5b9a\u4e49\u8fd9\u4e2a\u5de5\u4f5c\u6d41\u9700\u8981\u7684\u5916\u90e8\u8f93\u5165inputs:-name:start_date type:string-name:end_date type:string-name:recipient_email type:string# \u5b9a\u4e49\u6267\u884c\u6b65\u9aa4steps:-name:\u67e5\u8be2\u539f\u59cb\u6570\u636e skill:mysql_sales_query parameters: start_date:"{{inputs.start_date}}" end_date:"{{inputs.end_date}}" output_variable:raw_data# \u8fd9\u4e00\u6b65\u7684\u7ed3\u679c\u5b58\u4e3a raw_data-name:\u6e05\u6d17\u6570\u636e skill:sales_data_clean parameters: raw_orders:"{{steps.\u67e5\u8be2\u539f\u59cb\u6570\u636e.output.raw_data}}"# \u5f15\u7528\u4e0a\u4e00\u6b65\u7684\u8f93\u51fa output_variable:cleaned_data-name:\u751f\u6210Excel\u62a5\u8868 skill:generate_excel_from_template parameters: data:"{{steps.\u6e05\u6d17\u6570\u636e.output.cleaned_data}}" template_path:".\/templates\/weekly_sales_report.xltx" output_path:".\/reports\/sales_report_{{inputs.start_date}}_{{inputs.end_date}}.xlsx" output_variable:report_file_path-name:\u53d1\u9001\u90ae\u4ef6 skill:send_email_with_attachment parameters: smtp_server:"smtp.company.com" from_addr:"agent@company.com" to_addrs:["{{inputs.recipient_email}}"] subject:"\u3010\u9500\u552e\u5468\u62a5\u3011{{inputs.start_date}} \u81f3 {{inputs.end_date}}" body:> \u60a8\u597d，\u9644\u4ef6\u662f {{inputs.start_date}} \u81f3 {{inputs.end_date}} \u7684\u9500\u552e\u6570\u636e\u5206\u6790\u5468\u62a5，\u8bf7\u67e5\u6536\u3002 \u672c\u62a5\u544a\u7531AI\u6570\u636e\u5206\u6790\u52a9\u624b\u81ea\u52a8\u751f\u6210\u3002 attachments:["{{steps.\u751f\u6210Excel\u62a5\u8868.output.report_file_path}}"]<\/p>\n
\u914d\u7f6e\u597d\u540e，\u4f60\u53ea\u9700\u8981\u5bf9Agent\u8bf4：\u201c\u8fd0\u884c\u4e00\u4e0b\u2018\u9500\u552e\u5468\u62a5\u2019\u5de5\u4f5c\u6d41，\u65e5\u671f\u4ece2024-03-01\u52302024-03-07，\u53d1\u7ed9zhangsan@company.com\u201d\u3002\u5269\u4e0b\u7684，Agent\u5c31\u4f1a\u81ea\u52a8\u641e\u5b9a\u3002<\/p>\n
\u6211\u603b\u7ed3\u7684\u914d\u7f6e\u6280\u5de7（\u9644\u8d60\u5c0f\u6280\u5de7）<\/h3>\n
1. \u6280\u80fd\u63cf\u8ff0\u8981\u8be6\u7ec6，\u50cf\u6559\u5c0f\u5b66\u751f\u4e00\u6837<\/h4>\n
\u518d\u6b21\u5f3a\u8c03，\u6a21\u7cca\u7684\u63cf\u8ff0\u662f\u4e07\u6076\u4e4b\u6e90\u3002<\/p>\n
\u9519\u8bef\u793a\u8303（Agent\u7406\u89e3\u4e0d\u4e86）：<\/p>\n
\u201c\u5904\u7406\u6570\u636e\u201d<\/p>\n
\u6b63\u786e\u793a\u8303（Agent\u79d2\u61c2）：<\/p>\n
\u201c\u8fd9\u4e2a\u6280\u80fd\u7528\u4e8e\u4eceJSON\u683c\u5f0f\u7684API\u54cd\u5e94\u6570\u636e\u4e2d，\u63d0\u53d6\u51fa\u7528\u6237\u6307\u5b9a\u7684\u5b57\u6bb5\u3002\u5b83\u652f\u6301\u5d4c\u5957\u7ed3\u6784（\u6bd4\u5982data.users[0].name）\u3002\u4f8b\u5982，\u5f53\u8f93\u5165\u662f\u4e00\u4e2a\u5305\u542b\u7528\u6237\u5217\u8868\u7684JSON\u65f6，\u5b83\u53ef\u4ee5\u5e2e\u4f60\u63d0\u53d6\u51fa\u6240\u6709\u7528\u6237\u7684\u59d3\u540d\u548c\u90ae\u7bb1\u5b57\u6bb5，\u5e76\u6574\u7406\u6210\u4e00\u4e2a\u65b0\u7684\u5217\u8868\u8fd4\u56de\u3002\u201d<\/p>\n
2. \u53c2\u6570\u91cc\u4e00\u5b9a\u8981\u52a0example（\u4f8b\u5b50）<\/h4>\n
\u8fd9\u662f\u4e2a\u8d85\u7ea7\u5b9e\u7528\u7684\u5c0f\u6280\u5de7，\u80fd\u6781\u5927\u51cf\u5c11Agent\u72af\u61f5\u7684\u6982\u7387\u3002<\/p>\n
parameters: -name:date_format type:string description:\u671f\u671b\u7684\u65e5\u671f\u5b57\u7b26\u4e32\u683c\u5f0f required:true example:"YYYY-MM-DD"# \u770b，\u52a0\u4e0a\u8fd9\u4e2a\u4f8b\u5b50！ -name:sort_by type:string description:\u6309\u54ea\u4e2a\u5b57\u6bb5\u6392\u5e8f required:false example:"amount"# \u544a\u8bc9Agent，\u8fd9\u91cc\u4e00\u822c\u586b\u2018amount\u2019\u5b57\u6bb5<\/p>\n
3. \u9519\u8bef\u5904\u7406\u8981\u5b8c\u5584，\u7ed9Agent\u201c\u9000\u8def\u201d<\/h4>\n
Agent\u8c03\u7528\u6280\u80fd\u65f6\u96be\u514d\u51fa\u9519，\u4f60\u4e0d\u80fd\u8ba9\u5b83\u76f4\u63a5\u5d29\u6e83\u3002\u8981\u5728\u6280\u80fd\u91cc\u8bbe\u8ba1\u597d\u53cb\u597d\u7684\u9519\u8bef\u54cd\u5e94\u3002<\/p>\n
def read_file(file_path): try: with open(file_path, 'r', encoding='utf-8') as f: content = f.read() return { "status": "success", "data": content, "message": "\u6587\u4ef6\u8bfb\u53d6\u6210\u529f" } except FileNotFoundError: # \u660e\u786e\u544a\u8bc9Agent\u53d1\u751f\u4e86\u4ec0\u4e48，\u4ee5\u53ca\u5b83\u8be5\u600e\u4e48\u529e return { "status": "error", "error_code": "FILE_NOT_FOUND", "message": f"\u627e\u4e0d\u5230\u6587\u4ef6：{file_path}", "suggestion": "\u8bf7\u68c0\u67e5\u6587\u4ef6\u8def\u5f84\u662f\u5426\u6b63\u786e，\u6216\u8005\u6587\u4ef6\u662f\u5426\u5df2\u88ab\u79fb\u52a8\u3002" } except UnicodeDecodeError: return { "status": "error", "error_code": "ENCODING_ERROR", "message": f"\u65e0\u6cd5\u7528UTF-8\u7f16\u7801\u8bfb\u53d6\u6587\u4ef6：{file_path}", "suggestion": "\u8be5\u6587\u4ef6\u53ef\u80fd\u4e0d\u662f\u6587\u672c\u6587\u4ef6，\u6216\u8005\u662f\u5176\u4ed6\u7f16\u7801（\u5982GBK）\u3002\u8bf7\u5c1d\u8bd5\u6307\u5b9a\u5176\u4ed6\u7f16\u7801\u6216\u68c0\u67e5\u6587\u4ef6\u7c7b\u578b\u3002" }<\/p>\n
\u8fd9\u6837，\u5373\u4f7f\u6280\u80fd\u6267\u884c\u5931\u8d25，Agent\u4e5f\u80fd\u62ff\u5230\u7ed3\u6784\u5316\u7684\u9519\u8bef\u4fe1\u606f，\u5e76\u6709\u53ef\u80fd\u6839\u636e\u4f60\u7684\u201c\u5efa\u8bae\u201d\u53bb\u5c1d\u8bd5\u5176\u4ed6\u65b9\u6848，\u6216\u8005\u660e\u786e\u5730\u5411\u4f60\u6c47\u62a5\u9519\u8bef\u539f\u56e0\u3002<\/p>\n
\u5e38\u89c1\u95ee\u9898（Q&A）<\/h3>\n
Q1：Agent\u603b\u662f\u9009\u9519\u6280\u80fd，\u6216\u8005\u8be5\u7528\u65f6\u4e0d\u7528\u600e\u4e48\u529e？<\/h4>\n
A： \u9996\u5148\u56de\u53bb\u68c0\u67e5\u6280\u80fd\u63cf\u8ff0\u662f\u5426\u8db3\u591f\u6e05\u6670\u3002\u5176\u6b21，\u53ef\u4ee5\u8bd5\u8bd5\u7ed9\u6280\u80fd\u52a0\u4e00\u4e9b\u201c\u7ea6\u675f\u201d\u548c\u201c\u4f18\u5148\u7ea7\u201d\u6807\u7b7e\u3002<\/p>\n
name: calculate_averagedescription:\u8ba1\u7b97\u4e00\u7ec4\u6570\u5b57\u7684\u5e73\u5747\u503c\u3002priority:5# \u4f18\u5148\u7ea7，1-10，\u6570\u5b57\u8d8a\u5927\u8d8a\u4f18\u5148\u88ab\u8003\u8651constraints:# \u7ea6\u675f\u6761\u4ef6，\u5e2e\u52a9Agent\u5224\u65ad\u4f55\u65f6\u4f7f\u7528\u6b64\u6280\u80fd-"\u5f53\u7528\u6237\u660e\u786e\u8981\u6c42\u8ba1\u7b97\u2018\u5e73\u5747\u6570\u2019\u6216\u2018\u5e73\u5747\u503c\u2019\u65f6\u4f7f\u7528"-"\u5f53\u8f93\u5165\u6570\u636e\u660e\u786e\u662f\u4e00\u7ec4\u6570\u5b57\u65f6\u4f7f\u7528"-"\u4e0d\u9002\u5408\u7528\u4e8e\u8ba1\u7b97\u4e2d\u4f4d\u6570\u6216\u4f17\u6570"tags:# \u6253\u4e0a\u6807\u7b7e，\u65b9\u4fbf\u7ba1\u7406\u548c\u68c0\u7d22-"math"-"statistics"-"calculation"<\/p>\n
Q2：\u6709\u4e9b\u6280\u80fd\u6267\u884c\u8d77\u6765\u592a\u6162\u4e86，\u62d6\u7d2f\u6574\u4e2aAgent\u600e\u4e48\u529e？<\/h4>\n
A： \u6027\u80fd\u4f18\u5316\u662f\u8fdb\u9636\u5fc5\u4fee\u8bfe\u3002\u6211\u6709\u51e0\u4e2a\u4eb2\u6d4b\u6709\u6548\u7684\u6280\u5de7：<\/p>\n
- \u52a0\u7f13\u5b58：\u5bf9\u76f8\u540c\u8f93\u5165\u3001\u8f93\u51fa\u4e0d\u53d8\u7684\u6280\u80fd（\u5982\u67e5\u8be2\u9759\u6001\u914d\u7f6e），\u52a0\u4e0a\u7f13\u5b58\u3002<\/li>\n
- \u5f02\u6b65\u5316：\u5bf9\u4e8e\u8017\u65f6\u7684I\/O\u64cd\u4f5c（\u5982\u4e0b\u8f7d\u6587\u4ef6\u3001\u8c03\u7528\u6162API），\u8bbe\u8ba1\u6210\u5f02\u6b65\u6280\u80fd，\u4e0d\u8ba9Agent\u5e72\u7b49\u7740\u3002<\/li>\n
- \u6279\u91cf\u5904\u7406：\u907f\u514d\u8ba9Agent\u9891\u7e41\u8c03\u7528\u540c\u4e00\u4e2a\u6280\u80fd\u5904\u7406\u5355\u4e2a\u9879\u76ee，\u5c3d\u91cf\u8bbe\u8ba1\u6210\u652f\u6301\u6279\u91cf\u64cd\u4f5c\u7684\u6280\u80fd\u3002<\/li>\n
from functools import lru_cacheimport asyncio# \u6280\u5de71：\u7f13\u5b58@lru_cache(maxsize=128)def get_company_policy(policy_id): # \u4ece\u6570\u636e\u5e93\u6216\u6587\u4ef6\u8bfb\u53d6\u516c\u53f8\u5236\u5ea6，\u8fd9\u79cd\u4fe1\u606f\u53d8\u5316\u4e0d\u9891\u7e41，\u9002\u5408\u7f13\u5b58 pass# \u6280\u5de72：\u5f02\u6b65\u6280\u80fd\u793a\u4f8basyncdef async_fetch_webpage(url): import aiohttp asyncwith aiohttp.ClientSession() as session: asyncwith session.get(url) as response: returnawait response.text()<\/p>\n
Q3：\u6280\u80fd\u4e4b\u95f4\u600e\u4e48\u4f18\u96c5\u5730\u4f20\u9012\u590d\u6742\u6570\u636e？<\/h4>\n
A： \u8fd9\u662f\u6211\u8e29\u8fc7\u6700\u6df1\u7684\u4e00\u4e2a\u5751！\u89e3\u51b3\u65b9\u6848\u662f：\u5236\u5b9a\u56e2\u961f\u5185\u90e8\u7684\u201c\u6570\u636e\u4ea4\u6362\u516c\u7ea6\u201d\u3002<\/p>\n
\u5f3a\u5236\u8981\u6c42\u6240\u6709\u6280\u80fd\u90fd\u8fd4\u56de\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u54cd\u5e94\u683c\u5f0f\u3002\u8fd9\u6837，\u4efb\u4f55\u4e00\u4e2a\u6280\u80fd\u7684\u8f93\u51fa，\u90fd\u80fd\u88ab\u5176\u4ed6\u6280\u80fd\u65e0\u7f1d\u7406\u89e3\u548c\u4f7f\u7528\u3002<\/p>\n
# \u516c\u7ea6：\u6240\u6709\u6280\u80fdexecute\u51fd\u6570\u90fd\u8fd4\u56de\u8fd9\u4e2a\u683c\u5f0f\u7684\u5b57\u5178def execute(…): # … \u4f60\u7684\u6280\u80fd\u903b\u8f91 … return { "success": True, # \u6216 False "data": { … }, # \u6280\u80fd\u7684\u4e3b\u8981\u4ea7\u51fa\u6570\u636e，\u7c7b\u578b\u53ef\u4ee5\u662fdict, list, str\u7b49 "message": "\u6267\u884c\u6210\u529f\u6982\u8981", # \u7ed9\u4eba\u770b\u7684\u7b80\u77ed\u4fe1\u606f "metadata": { # \u5143\u6570\u636e，\u6bd4\u5982\u5904\u7406\u8017\u65f6\u3001\u6570\u636e\u6761\u6570\u7b49 "item_count": 150, "time_elapsed": "0.5s" }, "suggestions": [ # \u53ef\u9009，\u7ed9Agent\u7684\u540e\u7eed\u884c\u52a8\u5efa\u8bae "\u53ef\u4ee5\u8c03\u7528 generate_chart \u6280\u80fd\u53ef\u89c6\u5316\u6b64\u6570\u636e", "\u53ef\u4ee5\u8c03\u7528 save_to_database \u6280\u80fd\u4fdd\u5b58\u7ed3\u679c" ] }<\/p>\n
\u6709\u4e86\u8fd9\u4e2a\u516c\u7ea6，\u6280\u80fdA\u4ea7\u51fa\u7684data，\u5c31\u80fd\u5b8c\u7f8e\u4f5c\u4e3a\u6280\u80fdB\u7684\u8f93\u5165\u53c2\u6570\u3002Agent\u4e5f\u66f4\u5bb9\u6613\u6839\u636esuccess\u548cmessage\u6765\u5224\u65ad\u6d41\u7a0b\u662f\u5426\u7ee7\u7eed\u3002<\/p>\n
\u603b\u7ed3<\/h3>\n
Agent Skills\u8fd9\u4e1c\u897f，\u8bf4\u96be\u5427，\u539f\u7406\u4e0d\u590d\u6742；\u8bf4\u7b80\u5355\u5427，\u7ec6\u8282\u591a\u5982\u725b\u6bdb，\u914d\u4e0d\u597d\u5c31\u7ffb\u8f66\u3002\u6211\u7528\u4e0b\u6765\u4e4b\u540e\u6700\u5927\u7684\u611f\u53d7\u5c31\u662f：\u522b\u8d2a\u591a，\u8981\u6c42\u7cbe\u3002<\/p>\n
\u4e00\u5f00\u59cb\u6211\u4e5f\u72af\u8fc7\u201c\u6280\u80fd\u6536\u96c6\u7656\u201d，\u7ed9\u6211\u7684Agent\u914d\u4e86\u4e09\u5341\u591a\u4e2a\u6280\u80fd，\u89c9\u5f97\u81ea\u5df1\u62e5\u6709\u4e86\u4e00\u4e2a\u201c\u5168\u80fd\u6218\u58eb\u201d\u3002\u7ed3\u679c\u53d1\u73b0\u5b83\u53cd\u5e94\u8fdf\u949d，\u7ecf\u5e38\u9009\u9519\u6280\u80fd\u3002\u540e\u6765\u6211\u4e0b\u72e0\u5fc3\u7cbe\u7b80\u52308\u4e2a\u6838\u5fc3\u6280\u80fd + 3\u4e2a\u5de5\u4f5c\u6d41，\u6bcf\u4e2a\u90fd\u53cd\u590d\u6253\u78e8\u63cf\u8ff0\u3001\u4f18\u5316\u53c2\u6570\u3001\u5b8c\u5584\u9519\u8bef\u5904\u7406\u3002\u7ed3\u679c\u5462？Agent\u53cd\u5e94\u5feb\u3001\u51b3\u7b56\u51c6\u3001\u5e72\u6d3b\u5229\u7d22，\u771f\u6b63\u6210\u4e86\u6211\u7684\u5f97\u529b\u52a9\u624b\u3002<\/p>\n
\u9644\u8d60\u6700\u540e\u4e00\u4e2a\u8d34\u5fc3\u5c0f\u6280\u5de7：\u50cf\u6574\u7406\u4f60\u7684\u7535\u8111\u684c\u9762\u6216\u5de5\u5177\u7bb1\u4e00\u6837，\u5b9a\u671f（\u6bd4\u5982\u6bcf\u4e24\u5468）\u56de\u987e\u4e00\u4e0bAgent\u7684\u6280\u80fd\u4f7f\u7528\u65e5\u5fd7\u3002\u628a\u90a3\u4e9b\u4ece\u6765\u6ca1\u7528\u8fc7\u6216\u8005\u9891\u7e41\u51fa\u9519\u7684\u6280\u80fd\u5173\u6389\u3001\u91cd\u6784\u6216\u8005\u4f18\u5316\u3002\u628a\u6700\u5e38\u7528\u3001\u6700\u597d\u7528\u7684\u6280\u80fd\u653e\u5728\u6700\u663e\u773c\u7684\u4f4d\u7f6e（\u6bd4\u5982\u66f4\u9ad8\u7684\u4f18\u5148\u7ea7）\u3002<\/p>\n
\u8bb0\u4f4f，\u914d\u7f6eAgent Skills\u662f\u4e00\u4e2a\u6301\u7eed\u8fed\u4ee3\u548c\u4f18\u5316\u7684\u8fc7\u7a0b，\u800c\u4e0d\u662f\u4e00\u52b3\u6c38\u9038\u7684\u8bbe\u7f6e\u3002\u591a\u89c2\u5bdf\u3001\u591a\u8c03\u6574\u3001\u591a\u548c\u4f60\u7684Agent\u201c\u6c9f\u901a\u201d（\u770b\u65e5\u5fd7），\u5b83\u4f1a\u8d8a\u6765\u8d8a\u61c2\u4f60\u3002<\/p>\n
\u8fd9\u4efd\u6280\u80fd\u914d\u7f6e\u7684\u6a21\u677f\u548c\u6848\u4f8b\u4ee3\u7801\u6211\u90fd\u6574\u7406\u597d\u4e86，\u5982\u679c\u4f60\u5728\u914d\u7f6e\u8fc7\u7a0b\u4e2d\u9047\u5230\u4efb\u4f55\u95ee\u9898，\u6216\u8005\u6709\u66f4\u725b\u903c\u7684\u6280\u5de7，\u6b22\u8fce\u7559\u8a00\u4ea4\u6d41\u3002<\/p>\n
\u6700\u540e\u518d\u5f3a\u8c03\u4e00\u904d：\u4e00\u4e2a\u597d\u7684Agent，\u4e0d\u662f\u770b\u5b83\u6709\u591a\u5c11\u6280\u80fd，\u800c\u662f\u770b\u5b83\u7684\u6280\u80fd\u7528\u5f97\u6709\u591a\u5de7\u3001\u591a\u51c6\u3002<\/p>\n
\u540e\u8bb0<\/h3>\n
\u4e00\u70b9\u70b9\u611f\u89e6\u5427，\u6240\u8c13\u7684Tools->MCP->Skills \u8fd9\u4e2a\u8def\u7ebf，\u654f\u9510\u7684\u4eba\u4f1a\u55c5\u5230\u8fd9\u79cd\u5473\u9053，\u6211\u4eec\u8fc7\u53bb\u7ecf\u5386\u7684Servlet->Struts->SprintBoot,\u518d\u5230MapReduce->SparkSQL\u662f\u4e0d\u662f\u975e\u5e38\u719f\u6089，\u73b0\u5728\u5927\u6a21\u578b\u6b63\u5728\u8d70\u5411\u5de5\u4e1a\u5316\u7684\u8fed\u4ee3\u4e86，\u6b63\u5728\u9ad8\u901f\u8d70\u5411\u5343\u5bb6\u4e07\u6237\u3002\u54c8\u54c8，\u6211\u8bf4\u4e86\u597d\u50cf\u4efd\u91cf\u4e0d\u591f\u54c8，\u4e0b\u9762\u662f\u5f15\u7528\u70b9\u5927\u4f6c\u7684\u89c2\u70b9，\u4fe1\u606f\u5bf9\u9f50\u3002<\/p>\n
\u59da\u987a\u96e8\u8fd1\u671f\u4f5c\u4e3a\u817e\u8baf\u9996\u5e2dAI\u79d1\u5b66\u5bb6，\u5728\u591a\u4e2a\u573a\u5408\u5206\u4eab\u4e86\u5bf9AI\u884c\u4e1a\u53d1\u5c55\u7684\u6df1\u523b\u6d1e\u5bdf\u4ed6\u7684\u89c2\u70b9\u4e3b\u8981\u56f4\u7ed5AI\u53d1\u5c55\u7684\u9636\u6bb5\u8f6c\u53d8\u3001\u5e02\u573a\u5206\u5316\u3001\u672a\u6765\u8303\u5f0f\u4ee5\u53ca\u4e2d\u897f\u65b9\u53d1\u5c55\u8def\u5f84\u5dee\u5f02\u5c55\u5f00\u3002<\/p>\n
AI\u53d1\u5c55\u8fdb\u5165\u201c\u4e0b\u534a\u573a\u201d<\/p>\n
\u59da\u987a\u96e8\u6307\u51fa，AI\u7ade\u4e89\u7684\u6838\u5fc3\u77db\u76fe\u5df2\u4ece\u201c\u5982\u4f55\u8bad\u7ec3\u66f4\u5f3a\u6a21\u578b\u201d\u8f6c\u53d8\u4e3a\u201c\u5982\u4f55\u5b9a\u4e49\u6709\u4ef7\u503c\u7684\u4efb\u52a1\u201d\u4ee5\u91ca\u653e\u6a21\u578b\u6f5c\u529b \u3002 \u7ade\u4e89\u7126\u70b9\u8f6c\u79fb：\u4e0a\u534a\u573a\u6bd4\u62fc\u7684\u662f\u7b97\u6cd5\u3001\u6a21\u578b\u548c\u7b97\u529b；\u4e0b\u534a\u573a\u7684\u80dc\u8d1f\u624b\u5219\u5728\u4e8e\u4efb\u52a1\u5b9a\u4e49\u3001\u73af\u5883\u8bbe\u8ba1\u4ee5\u53ca\u4ea4\u4e92\u65b9\u5f0f\u7684\u521b\u65b0 \u3002 \u667a\u80fd\u4f53\u7684\u6838\u5fc3\u5730\u4f4d：\u4ed6\u8ba4\u4e3a，\u57fa\u4e8e\u8bed\u8a00\u7684\u667a\u80fd\u4f53\u662f\u901a\u5411AGI\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u5176\u672c\u8d28\u533a\u522b\u5728\u4e8e\u8bed\u8a00\u8d4b\u4e88\u4e86AI\u63a8\u7406\u80fd\u529b，\u800c\u63a8\u7406\u662f\u5b9e\u73b0\u8de8\u4efb\u52a1\u6cdb\u5316\u7684\u5173\u952e \u3002 \u672a\u6765\u751f\u6001\u683c\u5c40：\u672a\u6765\u53ef\u80fd\u5448\u73b0\u201c\u5355\u6781\u591a\u5143\u201d\u683c\u5c40\u2014\u2014\u5e95\u5c42\u7531\u5c11\u6570\u5f3a\u5927\u57fa\u7840\u6a21\u578b\u652f\u6491，\u4e0a\u5c42\u5219\u6d8c\u73b0\u51fa\u56f4\u7ed5\u4e0d\u540c\u4ea4\u4e92\u65b9\u5f0f\u6784\u5efa\u7684\u6d77\u91cf\u3001\u591a\u5143\u5e94\u7528\u751f\u6001 \u3002<\/p>\n
To B\u4e0eTo C\u5e02\u573a\u5206\u5316\u660e\u663e<\/p>\n
\u59da\u987a\u96e8\u89c2\u5bdf\u5230，AI\u5e94\u7528\u5728\u9762\u5411\u6d88\u8d39\u8005\u548c\u9762\u5411\u4f01\u4e1a\u65f6，\u6b63\u6cbf\u7740\u622a\u7136\u4e0d\u540c\u7684\u8def\u5f84\u6f14\u5316\u3002<\/p>\n
\n
\u5e02\u573a\u9886\u57df\u6838\u5fc3\u903b\u8f91\u53d1\u5c55\u73b0\u72b6\u4e0e\u8d8b\u52bf<\/tr>\n \n\n To C（\u9762\u5411\u6d88\u8d39\u8005）<\/td>\n \u4f53\u9a8c\u9a71\u52a8 ，\u667a\u80fd\u7684\u8fb9\u9645\u6548\u7528\u9012\u51cf\u3002\u7528\u6237\u66f4\u5173\u6ce8\u662f\u5426\u201c\u597d\u7528\u201d\u548c\u201c\u61c2\u6211\u201d，\u800c\u975e\u7edd\u5bf9\u667a\u5546\u9ad8\u4f4e\u3002<\/td>\n \u4f53\u9a8c\u8d8b\u4e8e\u5e73\u7f13\u3002\u63d0\u5347\u4f53\u9a8c\u7684\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u4e8e\u6a21\u578b\u672c\u8eab，\u800c\u5728\u4e8e\u83b7\u53d6\u66f4\u591a\u4e0a\u4e0b\u6587\u4fe1\u606f（\u5982\u7528\u6237\u504f\u597d\u3001\u5b9e\u65f6\u73af\u5883\u7b49）\u3002<\/td>\n<\/tr>\n \n To B（\u9762\u5411\u4f01\u4e1a）<\/td>\n \u4ef7\u503c\u9a71\u52a8 ，\u667a\u80fd\u9ad8\u4f4e\u76f4\u63a5\u4e0e\u751f\u4ea7\u529b\u3001\u5546\u4e1a\u4ef7\u503c\u6302\u94a9，\u4f01\u4e1a\u613f\u610f\u4e3a\u53ef\u9760\u6027\u548c\u6548\u7387\u652f\u4ed8\u6ea2\u4ef7\u3002<\/td>\n \u751f\u4ea7\u529b\u9769\u547d\u5df2\u53d1\u751f，\u5e02\u573a\u5206\u5316\u52a0\u5267\u3002\u6700\u5f3a\u6a21\u578b\u4e0e\u7a0d\u5f31\u6a21\u578b\u4e4b\u95f4\u7684\u4ef7\u503c\u5dee\u8ddd\u4f1a\u8d8a\u6765\u8d8a\u660e\u663e\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4ea7\u4e1a\u751f\u6001\u4e0e\u4e0b\u4e00\u4ee3\u8303\u5f0f<\/p>\n
\u4ea7\u4e1a\u751f\u6001\u6f14\u53d8<\/p>\n
To C\u9886\u57df：\u6a21\u578b\u4e0e\u4ea7\u54c1\u5f3a\u8026\u5408\u7684\u201c\u5782\u76f4\u6574\u5408\u201d\u6a21\u5f0f\u4f9d\u7136\u6709\u6548，\u80fd\u786e\u4fdd\u4f53\u9a8c\u4e00\u81f4\u6027 \u3002 To B\u9886\u57df：\u8d8b\u52bf\u66f4\u503e\u5411\u4e8e\u201c\u5206\u5c42\u89e3\u8026\u201d\u3002\u5f3a\u5927\u7684\u6a21\u578b\u516c\u53f8\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u57fa\u7840\u80fd\u529b，\u800c\u5e94\u7528\u516c\u53f8\u5219\u6df1\u8015\u5782\u76f4\u573a\u666f，\u4e24\u8005\u534f\u540c\u5408\u4f5c \u3002<\/p>\n
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😝\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34，\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011🆓<\/p>\n
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<\/p>\n![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260209111728-6989c24820936.jpg\")
<\/p>\n👉AI\u5927\u6a21\u578b\u5b66\u4e60\u8def\u7ebf\u6c47\u603b👈<\/h6>\n
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👉\u5927\u6a21\u578b\u5b9e\u6218\u6848\u4f8b👈<\/h6>\n
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<\/p>\n👉\u5927\u6a21\u578b\u89c6\u9891\u548cPDF\u5408\u96c6👈<\/h6>\n
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<\/p>\n👉\u5b66\u4f1a\u540e\u7684\u6536\u83b7：👈<\/h6>\n
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\u2022 \u80fd\u591f\u5b8c\u6210\u65f6\u4e0b\u70ed\u95e8\u5927\u6a21\u578b\u5782\u76f4\u9886\u57df\u6a21\u578b\u8bad\u7ec3\u80fd\u529b，\u63d0\u9ad8\u7a0b\u5e8f\u5458\u7684\u7f16\u7801\u80fd\u529b： \u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u9700\u8981\u638c\u63e1\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3001\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7b49\u6280\u672f，\u8fd9\u4e9b\u6280\u672f\u7684\u638c\u63e1\u53ef\u4ee5\u63d0\u9ad8\u7a0b\u5e8f\u5458\u7684\u7f16\u7801\u80fd\u529b\u548c\u5206\u6790\u80fd\u529b，\u8ba9\u7a0b\u5e8f\u5458\u66f4\u52a0\u719f\u7ec3\u5730\u7f16\u5199\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u3002<\/p>\n
👉\u83b7\u53d6\u65b9\u5f0f：<\/h6>\n
😝\u6709\u9700\u8981\u7684\u5c0f\u4f19\u4f34，\u53ef\u4ee5\u4fdd\u5b58\u56fe\u7247\u5230wx\u626b\u63cf\u4e8cv\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011🆓
![\"\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260209111730-6989c24a10ed9.jpg\")
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