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+---
+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.*