القائمة
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.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
| 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"] |
Slash your AI costs from $1,500+/month to under $50/month.
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.
Four core optimizations plus powerful tooling:
Haiku by default, Sonnet/Opus only when needed
Route heartbeats to Ollama, LM Studio, Groq, or disable entirely. Not locked to one provider.
Load 8KB instead of 50KB context
Reuse prompts at 10% cost
| Period | Before | After |
|---|---|---|
| Daily | $2-3 | $0.10 |
| Monthly | $70-90 | $3-5 |
| Yearly | $800+ | $40-60 |
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.
# 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>
{
"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
}
}
Smart People Connected
MIT License - Free to use, modify, and distribute.
5 minutes to setup. 97% cost reduction. Stop burning tokens. Start building.