How do I install the Clawzembic skill?

Run npx skillmds@latest add modbender/clawzembic in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Clawzembic safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: executes scripts. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Clawzembic?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Clawzembic free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Clawzembic?

modbender (@modbender) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Clawzembic by modbender — Agent Skill

Name: Clawzembic
Rating: 4.5 (4 reviews)
Author: modbender

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).

modbender Updated Sep 9, 2026 12 repo stars

File contents

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

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.

---name: clawzembicdescription: 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.

Frequently asked questions