
reflect
by haddock-development
Continual Learning & Self-improving skills system for Claude Code - learn from corrections, never repeat mistakes
SKILL.md
name: reflect description: > Analyzes conversation transcripts to extract user corrections, patterns, and preferences, then proposes skill improvements. Use this skill when users provide corrections, express preferences about code style, or when patterns emerge from successful approaches. Can be triggered manually with /reflect or automatically at session end when enabled.
Reflect - Self-Improving Skills
Overview
This skill enables Claude Code to learn from conversations by analyzing corrections, approvals, and patterns, then proposing updates to relevant skills. It implements a "correct once, never again" learning system.
Usage Modes
1. Manual Reflection (/reflect)
Trigger analysis of the current conversation:
/reflect [skill-name]
- Without skill-name: Analyzes all skills used in conversation
- With skill-name: Focuses on specific skill
2. Automatic Reflection
When enabled via /reflect-on, runs automatically at session end via Stop hook.
3. Toggle Commands
/reflect-on- Enable automatic reflection/reflect-off- Disable automatic reflection/reflect-status- Show current configuration
Confidence Levels
HIGH - Explicit corrections:
- User contradicts Claude's approach with specific alternative
- Pattern: "Don't do X, do Y instead"
- Action: Direct updates with deprecation warnings
MEDIUM - Approvals and patterns:
- User approves specific approach
- Pattern succeeds multiple times
- Action: Add to "Best Practices" section
LOW - Observations:
- User questions or suggests alternatives
- Pattern: "Have you considered..." or "Why not try..."
- Action: Add to "Considerations" section
Workflow
- Signal Detection - Scan transcript for corrections/patterns
- Context Analysis - Extract 5-message context around signals
- Skill Mapping - Match signals to relevant skills
- Change Proposal - Generate diff of proposed updates
- User Review - Interactive approval with natural language editing
- Application - Safe YAML/markdown updates with backups
- Git Commit - Automatic commit with descriptive message
Scripts
Core Engine
scripts/reflect.py- Main orchestration logicscripts/extract_signals.py- Pattern detection enginescripts/update_skill.py- Safe skill file updatesscripts/present_review.py- Interactive review interface
Automation
scripts/hook-stop.sh- Stop hook integrationscripts/toggle-on.sh- Enable auto-reflectionscripts/toggle-off.sh- Disable auto-reflectionscripts/toggle-status.sh- Show status
Safety Features
- Timestamped backups before all edits
- YAML validation before writing
- Lock files prevent concurrent runs
- Graceful error handling with rollback
- Git status checks before commits
References
See references/signal-patterns.md for detailed pattern library.
Score
Total Score
Based on repository quality metrics
SKILL.mdファイルが含まれている
ライセンスが設定されている
100文字以上の説明がある
GitHub Stars 100以上
1ヶ月以内に更新
10回以上フォークされている
オープンIssueが50未満
プログラミング言語が設定されている
1つ以上のタグが設定されている
Reviews
Reviews coming soon
