Skill Trigger Tester

What it does

OpenClaw maps user intent to skills by matching the user's message against each skill's description: field. A weak description means your skill silently never fires. A description that's too broad means it fires when it shouldn't.

Skill Trigger Tester helps you validate the trigger quality of a skill's description before publishing. You give it:

• The description string you're testing
• A set of "should fire" prompts (true positives)
• A set of "should not fire" prompts (true negatives)

It scores precision, recall, and gives an overall trigger quality grade (A–F) plus actionable suggestions.

When to invoke

• Before publishing any new skill to ClawHub
• When a skill you expect to trigger isn't firing
• When a skill keeps firing on irrelevant prompts
• Inside create-skill workflow (Step 5: validation)