Skill Optimizer

Born from real-world production usage across multiple projects. Every diagnostic category, every proposal flow, and every guardrail exists because it solved a real problem in a real skill.

Kaizen (改善) for AI agent skills. Observe how a skill performed, find what went wrong or could be better, and propose concrete changes to its SKILL.md.

Diagnoses root causes and proposes improvements — you decide each one. Tracks recurrence in LESSONS.md with automatic importance escalation.

Execution

1. Resolve target

• /skill-optimizer (default) — enter listening mode. Output ONLY this single line: "skill-optimizer is observing the conversation, waiting for a skill to complete..." Nothing else — no explanations, no additional context, no prompts. Be silent. Then wait — do not prompt or block. The user will manually invoke /skill-optimizer --review when ready to analyze. This is the ideal scenario — the optimizer observes the skill in real time.