clawzembic

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).

Safety Notice

This listing is from the official public ClawHub registry. Review SKILL.md and referenced scripts before running.

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Install skill "clawzembic" with this command: npx skills add anna-claudette/clawzembic

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

# Audit this machine
bash skills/clawzembic/lean-audit.sh

# Audit a remote instance (VM, etc.)
bash skills/clawzembic/lean-audit.sh --remote user@host

# JSON output for dashboards/integrations
bash skills/clawzembic/lean-audit.sh --json

# Show automated fix suggestions
bash skills/clawzembic/lean-audit.sh --fix

# Custom .openclaw directory
bash skills/clawzembic/lean-audit.sh --dir /path/to/.openclaw

What It Checks

CategoryWeightWhat Gets Flagged
Context Injection25%Oversized MEMORY.md, bloated workspace files eating tokens
Cron Health25%Wrong models, high thinking on routine tasks, main-session pollution
Session Bloat20%Stale sessions hogging context, waste ratio above 35%
Config Health15%Heartbeat too frequent, subagent defaults, missing compaction
Skill Bloat10%Too many skills injected, unused skills inflating system prompt
Transcript Size5%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:

  1. Run bash skills/clawzembic/lean-audit.sh (or --remote user@claudette for the VM)
  2. Review the report and present key findings with context
  3. 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.

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

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