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Tokenoptimizer

面向 OpenClaw 的命令行工具，通过修改 ~/.openclaw/ 下的配置实现模型路由、多提供商心跳、会话与提示缓存、预算控制，并提供 dry-run 预览、备份回滚、健康检查与节省统计，写入前自动备份。

smartpeopleconnected
smartpeopleconnected
热度 99.71
最近更新 2026-05-11 15:53:37
分类：自动化依赖：代码执行 / 读写文件应用场景：自动化脚本 / 工作流 / DevOps / 模板 ...

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add token-optimizer
Metadata
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

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

# 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

{
  "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

Author

Smart People Connected

License

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

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