Prompt Improver Skill

Purpose

Transform vague, ambiguous prompts into actionable, well-defined requests through systematic research and targeted clarification. This skill is invoked when the hook has already determined a prompt needs enrichment.

When This Skill is Invoked

Automatic invocation:

• UserPromptSubmit hook evaluates prompt
• Hook determines prompt is vague (missing specifics, context, or clear target)
• Hook invokes this skill to guide research and questioning

Manual invocation:

• To enrich a vague prompt with research-based questions
• When building or testing prompt evaluation systems
• When prompt lacks sufficient context even with conversation history