Verbalized Sampling
Generate diverse, high-quality responses by producing multiple candidates with probability distributions instead of a single answer. Use when the user asks for brainstorming, creative options, diverse alternatives, original ideas, or when you detect a task that benefits from exploring multiple approaches before committing to one. Also use when explicitly asked for 'verbalized sampling', 'diverse…
Fetch Anything
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Modular Skill Creator
Build or convert skills into a modular, lazy-loading multi-workflow architecture. Use for "modular skill", "router skill", or splitting a monolithic skill into sub-workflows. For simple single-file skills, use skill-creator instead.
Skill Hardener
Mine recent Claude Code session transcripts for recurring failure patterns, then harden the responsible skills or CLAUDE.md with targeted guardrails plus a regression test for each. Use when the user wants to learn from past sessions, fix recurring mistakes, "harden a skill", reduce repeat friction, analyze transcripts for failure patterns, or turn frustrating sessions into permanent fixes. Compa…