Auto Skill Hunter

Auto Skill Hunter continuously expands an agent's capability stack with task-relevant skills, then explains why each selected skill is worth trying.

When to Use

Use this skill when at least one of the following is true:

• The user asks for a task that current skills cannot solve reliably.
• Similar issues keep appearing across recent sessions.
• The user explicitly asks to discover/install better skills.
• The agent needs proactive capability growth on a timer.

High-Value Outcomes

• Faster discovery of practical skills for real unresolved tasks.
• Lower manual browsing effort on ClawHub.
• Better skill stack diversity through complementarity scoring.
• Safer adoption via bounded install count and runnable checks.