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

Command What It Does

/learner:status

Check daemon and rules status

/learner:rules

List all rules

/learner:approve <id>

Approve a pending rule

/learner:reject <id>

Reject a pending rule

/learner:start

Start the learning daemon

/learner:stop

Stop the learning daemon

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

• Detect corrections automatically - When user says "actually...", "no, use...", "don't do X", log it

• Propose rules for patterns - If you see repeated corrections, propose a rule

• Check rules periodically - Use get_rules to remind yourself of learned behaviors

• 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