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AI Agent调用工具的两种范式对比和分析

当前时间： 2026-08-03 17:24:56 分类：办公文件 评论(0)
AI Agent调用工具的两种范式对比和分析

AI Agent调用工具的两种范式对比和分析

图1 ：LLM动态决策调用 Vs Skill引导调用 两种范式对比
图2 ：LLM动态决策调用中，针对MCP和CLI类型的工具，都会在Agent层合并为统一的tools列表再输入给LLM
图3 ：无论是LLM动态决策还是Skill引导调用，都支持直接调用脚本，也支持调用脚本封装的CLI命令行
图4 ：直接调用脚本又可以分为Bash执行独立脚本文件，和内联式脚本代码块
图5 ：调用脚本封装的CLI命令行，又包含无状态模式命令行，和有状态守护进程命令行

逐图展开详情可查看 👉 详解智能体调用工具的两种范式：动态工具调用 vs Skill 引导调用

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  142. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/vendor/topthink/think-template/src/template/driver/File.php ( 2.41 KB )
  143. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/vendor/topthink/think-template/src/template/contract/DriverInterface.php ( 0.86 KB )
  144. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/runtime/temp/c935550e3e8a3a4c27dd94e439343fdf.php ( 31.50 KB )
  145. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000971s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001474s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.002154s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.009738s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001470s ]
  6. SELECT * FROM `set` [ RunTime:0.001874s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001414s ]
  8. SELECT * FROM `article` WHERE `id` = 889555 LIMIT 1 [ RunTime:0.001876s ]
  9. UPDATE `article` SET `lasttime` = 1786430354 WHERE `id` = 889555 [ RunTime:0.007957s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000583s ]
  11. SELECT * FROM `article` WHERE `id` < 889555 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001098s ]
  12. SELECT * FROM `article` WHERE `id` > 889555 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000935s ]
  13. SELECT * FROM `article` WHERE `id` < 889555 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.002127s ]
  14. SELECT * FROM `article` WHERE `id` < 889555 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.004519s ]
  15. SELECT * FROM `article` WHERE `id` < 889555 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.025550s ]
0.246583s