| name | clawzembic |
| description | Lighthouse-style efficiency audit for OpenClaw. Scores your instance A+ to F across 6 categories (context injection, cron health, session bloat, config, skills, transcripts). Identifies wasted tokens, bloated sessions, misconfigured crons, and model right-sizing opportunities. Zero dependencies (Python stdlib only). |
Clawzembic — Weight Loss for Your OpenClaw Instance
Lighthouse-style audit for OpenClaw efficiency. Run it, get a grade (A+ to F), shed the bloat.
Scans your installation and scores it across six critical categories: context injection, cron health, session bloat, config health, skill bloat, and transcript size. You get one overall letter grade plus category-by-category breakdown with actionable findings.
Zero dependencies. Python 3.8+ stdlib only.
Quick Start
bash skills/clawzembic/lean-audit.sh
bash skills/clawzembic/lean-audit.sh --remote user@host
bash skills/clawzembic/lean-audit.sh --json
bash skills/clawzembic/lean-audit.sh --fix
bash skills/clawzembic/lean-audit.sh --dir /path/to/.openclaw
What It Checks
| Category | Weight | What Gets Flagged |
|---|
| Context Injection | 25% | Oversized MEMORY.md, bloated workspace files eating tokens |
| Cron Health | 25% | Wrong models, high thinking on routine tasks, main-session pollution |
| Session Bloat | 20% | Stale sessions hogging context, waste ratio above 35% |
| Config Health | 15% | Heartbeat too frequent, subagent defaults, missing compaction |
| Skill Bloat | 10% | Too many skills injected, unused skills inflating system prompt |
| Transcript Size | 5% | Disk hogs, oversized transcripts (>10MB files) |
Grade Scale
- A+/A (90-100): Lean machine 💪
- B+/B (75-89): Good shape, minor tweaks
- C+/C (60-74): Needs a diet 🍕
- D+/D (45-59): Significant bloat 🫠
- F (<45): Emergency Clawzembic needed 💊
Agent Usage
When Jeffrey asks you to audit or optimize an OpenClaw instance:
- Run
bash skills/clawzembic/lean-audit.sh (or --remote user@claudette for the VM)
- Review the report and present key findings with context
- Offer
--fix mode for automated remediation if score < 75
For remote instances, ensure SSH key-based auth is configured. The skill uses SSH to execute the audit remotely — no agent installation needed on the target.
