Self Reflection
Learns when to stop and review. Self-critiques before showing you, fewer revision rounds.
Learns when to stop and review. Self-critiques before showing you, fewer revision rounds.
Real data. Real impact.
Emerging
Developers
Per week
Open source
Skills give you superpowers. Install in 30 seconds.
Agents repeat mistakes. Not because they're incapable — because they forget. This skill changes that. Your agent pauses before delivering, catches its own blind spots, and remembers lessons for next time.
User needs quality assurance beyond "looks good to me." Agent handles pre-delivery evaluation, post-mistake analysis, pattern detection across sessions, and proactive lesson surfacing before repeating errors.
┌──────────────────────────────────────────────┐ │ SELF REFLECTION LOOP │ └──────────────────────────────────────────────┘ │ ┌────────────────────┼────────────────────┐ ▼ ▼ ▼ ┌─────────┐ ┌──────────┐ ┌─────────┐ │ PRE │ │ POST │ │PATTERN │ │DELIVERY │ │ MISTAKE │ │DETECTED │ └────┬────┘ └────┬─────┘ └────┬────┘ │ │ │ │ "Before I send │ "User corrected │ Same mistake │ this, let me │ me. Why?" │ 3 times... │ double-check" │ │ │ │ │ └───────────────────┴────────────────────┘ │ ▼ ┌─────────────────┐ │ 7-DIMENSION │ │ EVALUATION │ │ (30 seconds) │ └────────┬────────┘ │ ┌───────────────┴───────────────┐ ▼ ▼ ┌─────────────┐ ┌─────────────┐ │ ALL CLEAR │ │ ISSUE FOUND │ │ Deliver │ │ Fix first │ └─────────────┘ └──────┬──────┘ │ ▼ ┌─────────────────┐ │ LOG LESSON │ │ Miss → Root │ │ → Prevention │ └────────┬────────┘ │ ▼ ┌─────────────────┐ │ INJECT NEXT │ │ TIME │ │ "Before we │ │ proceed..." │ └─────────────────┘
Before sending important work, pause. 30 seconds. Quick scan of 7 dimensions.
When: Code, architecture, strategy, any deliverable the user will act on.
User corrected you. That's data. Capture it before the session ends.
When: User says "actually...", "no, that's wrong", "I meant...", frustration signals.
Same category appearing 3+ times? That's not coincidence — it's a blind spot.
When: After logging 5 reflections, weekly review, or heartbeat trigger.
Memory lives in
~/reflection/. See memory-template.md for setup.
~/reflection/ ├── memory.md # Status + preferences + stats ├── reflections.md # Log (most recent first) ├── patterns.md # Detected patterns └── archive/ # Monthly archives
| Topic | File |
|---|---|
| Setup process | |
| Memory template | |
| Evaluation dimensions | |
| Reflection prompts | |
Before significant work, scan
~/reflection/patterns.md. Surface relevant lessons:
"Before we proceed — I have a lesson from past work on [topic]: [summary]."
| # | Dimension | Question |
|---|---|---|
| 1 | Correctness | Does it solve the stated problem? |
| 2 | Completeness | Edge cases covered? Assumptions stated? |
| 3 | Clarity | Immediately understandable? |
| 4 | Robustness | What could break this? |
| 5 | Efficiency | Unnecessary complexity? |
| 6 | Alignment | What user actually wants? |
| 7 | Pride | Would I sign my name on this? |
If any dimension scores below 7/10 → fix before delivering.
When user corrects you:
~/reflection/reflections.md:## YYYY-MM-DD | [category] **Miss:** What went wrong **Root:** Why (5 whys) **Fix:** Prevention rule
Default:
technical, communication, assumptions, process, scope
Move processed reflections to
~/reflection/archive/YYYY-MM.md. Keep reflections.md lean.
Days since repeated mistake. Resets on pattern recurrence. Celebrate milestones.
┌──────────────┐ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │ EMERGING │ ──▶ │ ACTIVE │ ──▶ │ MONITORING │ ──▶ │ RESOLVED │ │ 2 similar │ │ 3+ times │ │ Prevention │ │ 30 days │ │ reflections │ │ → create │ │ in place │ │ clean │ └──────────────┘ │ rule │ └──────────────┘ └──────────────┘ └──────────────┘
Patterns in
~/reflection/patterns.md:
## [Pattern Name] category: technical frequency: 4 occurrences status: active | monitoring | resolvedPattern: What keeps happening Root: Why this pattern exists Prevention: Rule to break it Last seen: YYYY-MM-DD Streak: X days without recurrence
The skill's real value: surfacing lessons BEFORE you repeat mistakes.
How it works:
~/reflection/patterns.md for active patternsExample:
"Before we build this API — I have a lesson about timeout handling from a previous project. Let me make sure to include proper error timeouts this time."
On first use, read
setup.md for integration guidelines. Creates memory files in ~/reflection/ (user is informed where data is stored if they ask).
| Trap | Consequence |
|---|---|
| Reflecting without logging | Lesson lost with session |
| Vague root causes | "Made mistake" doesn't prevent recurrence |
| No prevention rule | Same mistake WILL happen again |
| Ignoring patterns | Individual mistakes are noise; patterns are signal |
| Over-reflecting | 30 seconds pre-delivery, not 5 minutes |
Install with
clawhub install <slug> if user confirms:
memory — persistent memory patternsdecide — decision-making autonomylearning — adaptive learning systemclawhub star reflectionclawhub syncNo automatic installation available. Please visit the source repository for installation instructions.
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