Clawzempic

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

# 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

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:

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.