Skill Effectiveness Auditor

Structural validation proves a skill can load. Effectiveness review asks whether the agent will use it well. Use this skill when reviewing a new skill, improving an existing skill, or deciding whether a proposed skill belongs in the library.

When to Use

• A skill passes format checks but may still be vague or redundant
• A contributor proposes a new skill
• A skill is not triggering when expected
• A skill seems too broad, too long, or hard to verify

Audit Process

1. State the intended behavior.
   • Write one sentence describing what the skill should make the agent do.
   • List 3 user prompts that should trigger it.
   • List 2 prompts that should not trigger it.