Claude Learner – Self-Improvement Skill

You have access to claude-learner, a system that turns corrections into permanent rules.

When to Use

• User corrects you (“No, don’t do X, do Y instead”)
• You make a repeated mistake
• User expresses a preference
• A better pattern is discovered

Available Commands

MCP Tools

If MCP is connected, you have these tools:

• log_correction – Log a correction event
• propose_rule – Propose a new rule
• get_rules – Get active rules
• get_pending_rules – Get rules awaiting approval
• approve_rule – Approve a rule
• reject_rule – Reject a rule
• get_stats – Get learning statistics

Best Practices

1. Detect corrections automatically – When user says “actually…”, “no, use…”, “don’t do X”, log it
2. Propose rules for patterns – If you see repeated corrections, propose a rule
3. Check rules periodically – Use get_rules to remind yourself of learned behaviors
4. Don’t over-rule – Not every correction needs a permanent rule

Example Flow

User: "Don't use rm, use trash instead"

1. Log correction: log_correction({ 
     pattern: "using rm command",
     correction: "use trash instead of rm",
     context: "file deletion"
   })

2. If pattern repeats, propose rule: propose_rule({
     content: "Always use `trash` instead of `rm` for file deletion",
     trigger: "rm command usage"
   })

3. Rule goes to pending → user approves → permanently active