Continuous Learning Skill

Note: This plugin adopts Homunculus for continuous learning. The SessionEnd hook (evaluate-session) is disabled. Use /learn command for manual pattern extraction.

Automatically evaluates Claude Code sessions on end to extract reusable patterns that can be saved as learned skills.

How It Works

This skill runs as a Stop hook at the end of each session:

1. •Session Evaluation: Checks if session has enough messages (default: 10+)
2. •Pattern Detection: Identifies extractable patterns from the session
3. •Skill Extraction: Saves useful patterns to ~/.claude/skills/learned/

Configuration

Edit config.json to customize:

{
  "min_session_length": 10,
  "extraction_threshold": "medium",
  "auto_approve": false,
  "learned_skills_path": "~/.claude/skills/learned/",
  "patterns_to_detect": [
    "error_resolution",
    "user_corrections",
    "workarounds",
    "debugging_techniques",
    "project_specific"
  ],
  "ignore_patterns": [
    "simple_typos",
    "one_time_fixes",
    "external_api_issues"
  ]
}

Pattern Types

Hook Setup

Add to your ~/.claude/settings.json:

{
  "hooks": {
    "Stop": [{
      "matcher": "*",
      "hooks": [{
        "type": "command",
        "command": "~/.claude/skills/continuous-learning/evaluate-session.sh"
      }]
    }]
  }
}

Why Stop Hook?

• •Lightweight: Runs once at session end
• •Non-blocking: Doesn't add latency to every message
• •Complete context: Has access to full session transcript

Related

• •The Longform Guide - Section on continuous learning
• •/learn command - Manual pattern extraction mid-session