token-optimizer

name	token-optimizer
description	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.
homepage	https://github.com/smartpeopleconnected/openclaw-token-optimizer
triggers	["high costs","expensive","burning tokens","reduce costs","save money","budget exceeded","token optimization"]

🦞 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
  }
}

Links

• GitHub: https://github.com/smartpeopleconnected/openclaw-token-optimizer
• Issues: https://github.com/smartpeopleconnected/openclaw-token-optimizer/issues

Author

Smart People Connected

• GitHub: @smartpeopleconnected
• Email: [e-mail]

License

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

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