token-optimizer
تایید شدهReduce 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.
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نصب مهارت
مهارتها کدهای شخص ثالث از مخازن عمومی GitHub هستند. SkillHub الگوهای مخرب شناختهشده را اسکن میکند اما نمیتواند امنیت را تضمین کند. قبل از نصب، کد منبع را بررسی کنید.
نصب سراسری (سطح کاربر):
npx skillhub install openclaw/skills/token-optimizerنصب در پروژه فعلی:
npx skillhub install openclaw/skills/token-optimizer --projectمسیر پیشنهادی: ~/.claude/skills/token-optimizer/
بررسی هوش مصنوعی
کیفیت دستورالعمل50
دقت توضیحات75
کاربردی بودن43
صحت فنی55
Scored 55. Excellent trigger phrase coverage (15+) but heavily marketing-oriented content. The 4 strategies are reasonable but lack implementation depth. Strictly OpenClaw-specific limits generality significantly.
محتوای SKILL.md
---
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:
- too expensive
- costs too much
- burning tokens
- high token usage
- reduce costs
- save money
- optimize tokens
- budget exceeded
- token optimization
- cut api costs
- lower ai spend
- cheaper model
- cost savings
- api bill
- spending too much
- waste tokens
- token budget
- reduce token usage
---
# 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 core optimizations plus powerful tooling:
### Model Routing (92% savings)
Haiku by default, Sonnet/Opus only when needed
### Multi-Provider Heartbeats (100% savings)
Route heartbeats to Ollama, LM Studio, Groq, or disable entirely. Not locked to one provider.
### Session Management (80% savings)
Load 8KB instead of 50KB context
### Caching (90% savings)
Reuse prompts at 10% cost
### New in v1.0.8
- **Rollback** - List and restore config backups instantly
- **Health Check** - Quick system status in one command
- **Diff Preview** - See exactly what changes before applying
- **--no-color** - CI/pipeline friendly output
## 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 with diff preview
- Multi-provider heartbeat (Ollama, LM Studio, Groq)
- Config rollback and health check commands
- Ready-to-use config templates
- SOUL.md & USER.md templates
- Optimization rules for agent prompts
- Verification and savings reports
- Cross-platform CLI (Windows, macOS, Linux)
## Quick Start
```bash
# Install
clawhub install token-optimizer
# Analyze current setup
python cli.py analyze
# Preview changes (dry-run with diff)
python cli.py optimize --dry-run
# Apply all optimizations
python cli.py optimize
# Verify setup
python cli.py verify
# Quick health check
python cli.py health
# Configure heartbeat provider (ollama, lmstudio, groq, none)
python cli.py setup-heartbeat --provider ollama
# List and restore backups
python cli.py rollback --list
python cli.py rollback --to <backup-file>
```
## Configuration Generated
```json
{
"agents": {
"defaults": {
"model": { "primary": "anthropic/claude-haiku-4-5" },
"cache": { "enabled": true, "ttl": "5m" }
}
},
"heartbeat": {
"provider": "ollama",
"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: [email protected]
## License
MIT License - Free to use, modify, and distribute.
---
*5 minutes to setup. 97% cost reduction. Stop burning tokens. Start building.*