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当需要为目标 skill 生成改进候选、把上次失败信息注入下一轮生成、或分析历史记忆模式来避免重复失败时使用。支持 --trace 注入失败上下文。不用于打分（用 improvement-discriminator）或评估（用 improvement-learner）。

Score basis：Clear source · High risk signals · OpenClaw

Advanced suite for creating, editing, and analyzing Microsoft Office documents (Word, Excel, PowerPoint).

Score basis：Clear source · High risk signals · OpenClaw

Analyze resource usage patterns and predict future scaling needs using trend analysis and forecasting methods for capacity planning and auto-scaling decisions.

Score basis：Clear source · High risk signals · Universal

Data visualization tool producing SVG charts.

Score basis：Clear source · High risk signals · Universal

Crypto market rankings and leaderboards.

Score basis：Clear source · High risk signals · Universal