159 lines
3.9 KiB
Markdown
159 lines
3.9 KiB
Markdown
---
|
|
name: token-optimizer
|
|
description: "将OpenClaw AI成本降低97%。"
|
|
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
|
|
|
|
## What This Tool Modifies
|
|
|
|
All changes are written under `~/.openclaw/`. A backup is created before any modification.
|
|
|
|
| Path | Purpose |
|
|
|------|---------|
|
|
| `~/.openclaw/openclaw.json` | Main OpenClaw config (model routing, heartbeat, budgets) |
|
|
| `~/.openclaw/backups/` | Timestamped config backups (created automatically) |
|
|
| `~/.openclaw/workspace/` | Template files (SOUL.md, USER.md, IDENTITY.md) |
|
|
| `~/.openclaw/prompts/` | Agent prompt optimization rules |
|
|
| `~/.openclaw/token-optimizer-stats.json` | Usage stats for savings reports |
|
|
|
|
**Safe by default** - All commands run in dry-run (preview) mode. Pass `--apply` to write changes.
|
|
|
|
## Quick Start
|
|
|
|
```bash
|
|
# Install
|
|
clawhub install token-optimizer
|
|
|
|
# Analyze current setup
|
|
python cli.py analyze
|
|
|
|
# Preview changes (dry-run by default)
|
|
python cli.py optimize
|
|
|
|
# Apply all optimizations
|
|
python cli.py optimize --apply
|
|
|
|
# Verify setup
|
|
python cli.py verify
|
|
|
|
# Quick health check
|
|
python cli.py health
|
|
|
|
# Configure heartbeat provider (preview)
|
|
python cli.py setup-heartbeat --provider ollama
|
|
|
|
# Configure heartbeat provider (apply)
|
|
python cli.py setup-heartbeat --provider ollama --apply
|
|
|
|
# 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: smartpeopleconnected@gmail.com
|
|
|
|
## License
|
|
|
|
MIT License - Free to use, modify, and distribute.
|
|
|
|
---
|
|
|
|
*5 minutes to setup. 97% cost reduction. Stop burning tokens. Start building.*
|