How do I install the Token Optimizer skill?

Run npx skillmds@latest add tomevault-io/token-optimizer 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 Token Optimizer safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Token Optimizer?

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 Token Optimizer free to use?

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

Who published Token Optimizer?

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

Token Optimizer by tomevault-io — Agent Skill

Name: Token Optimizer
Author: tomevault-io

Token Optimizer

Reduce OpenClaw AI costs by 97%. Haiku model routing, free Ollama heartbeats, prompt caching, and budget controls. Go from $1,500/month to $50/month in 5 minutes. Use when this capability is needed.

tomevault-io 47f2631 2 files · 3.4 KB Updated Sep 17, 2026

File contents

🦞 Token Optimizer for OpenClaw

Slash your AI costs from $1,500+/month to under $50/month.

The Problem

OpenClaw defaults prioritize capability over cost. You're burning expensive Sonnet/Opus tokens on tasks Haiku handles perfectly, paying for API heartbeats that could run free locally, and loading 50KB of context when 8KB suffices.

The Solution

Four optimizations that work together:

✅ Model Routing (92% savings)

Haiku by default, Sonnet/Opus only when needed

✅ Ollama Heartbeats (100% savings)

Free local LLM for status checks

✅ Session Management (80% savings)

Load 8KB instead of 50KB context

✅ Prompt Caching (90% savings)

Reuse system prompts at 10% cost

Cost Comparison

Period	Before	After
Daily	$2-3	$0.10
Monthly	$70-90	$3-5
Yearly	$800+	$40-60

What's Included

One-command optimizer
Ready-to-use config templates
SOUL.md & USER.md templates
System prompt optimization rules
Verification tools
Windows + Unix installers

Quick Start

# Install
clawhub install token-optimizer

# Analyze current setup
python src/analyzer.py

# Apply all optimizations
python src/optimizer.py --mode full

# Verify setup
python src/verify.py

Configuration Generated

{
  "agents": {
    "defaults": {
      "model": { "primary": "anthropic/claude-haiku-4-5" },
      "cache": { "enabled": true, "ttl": "5m" }
    }
  },
  "heartbeat": {
    "model": "ollama/llama3.2:3b"
  },
  "budgets": {
    "daily": 5.00,
    "monthly": 200.00
  }
}

Author

Smart People Connected

GitHub: @smartpeopleconnected
Email: smartpeopleconnected@gmail.com

License

MIT License - Free to use, modify, and distribute.

5 minutes to setup. 97% cost reduction. Stop burning tokens. Start building.

Converted and distributed by TomeVault — claim your Tome and manage your conversions.

---name: token-optimizerdescription: Reduce OpenClaw AI costs by 97%. Haiku model routing, free Ollama heartbeats, prompt caching, and budget controls. Go from $1,500/month to $50/month in 5 minutes. Use when this capability is needed.---# 🦞 Token Optimizer for OpenClawSlash your AI costs from $1,500+/month to under $50/month.## The ProblemOpenClaw defaults prioritize capability over cost. You're burning expensive Sonnet/Opus tokens on tasks Haiku handles perfectly, paying for API heartbeats that could run free locally, and loading 50KB of context when 8KB suffices.## The SolutionFour optimizations that work together:### ✅ Model Routing (92% savings)Haiku by default, Sonnet/Opus only when needed### ✅ Ollama Heartbeats (100% savings)Free local LLM for status checks### ✅ Session Management (80% savings)Load 8KB instead of 50KB context### ✅ Prompt Caching (90% savings)Reuse system prompts at 10% cost## Cost Comparison| Period | Before | After ||--------|--------|-------|| Daily | $2-3 | $0.10 || Monthly | $70-90 | $3-5 || Yearly | $800+ | $40-60 |## What's Included- One-command optimizer- Ready-to-use config templates- SOUL.md & USER.md templates- System prompt optimization rules- Verification tools- Windows + Unix installers## Quick Start```bash# Installclawhub install token-optimizer# Analyze current setuppython src/analyzer.py# Apply all optimizationspython src/optimizer.py --mode full# Verify setuppython src/verify.py```## Configuration Generated```json{ "agents": { "defaults": { "model": { "primary": "anthropic/claude-haiku-4-5" }, "cache": { "enabled": true, "ttl": "5m" } } }, "heartbeat": { "model": "ollama/llama3.2:3b" }, "budgets": { "daily": 5.00, "monthly": 200.00 }}```## Links- **GitHub**: https://github.com/smartpeopleconnected/openclaw-token-optimizer- **Issues**: https://github.com/smartpeopleconnected/openclaw-token-optimizer/issues## Author**Smart People Connected**- GitHub: [@smartpeopleconnected](https://github.com/smartpeopleconnected)- Email: smartpeopleconnected@gmail.com## LicenseMIT License - Free to use, modify, and distribute.---*5 minutes to setup. 97% cost reduction. Stop burning tokens. Start building.*---> Converted and distributed by [TomeVault](https://tomevault.io/claim/demerzels-lab) — claim your Tome and manage your conversions.

Frequently asked questions