什么是 Token 优化器？

Token 优化器是一个专门设计的实用程序，旨在显著降低 AI 智能体的运营成本。默认情况下，许多配置优先考虑性能而非经济性，导致在处理日常任务时对 Sonnet 或 Opus 等高级模型产生不必要的支出。

作为 Openclaw Skills 库的补充，它通过实施 Haiku 模型路由、本地 Ollama 心跳和激进的 Prompt 缓存，弥合了效率与能力之间的差距。它在不牺牲 AI 智能体可靠性的情况下，将昂贵的工作流转变为可持续、低预算的运营，让您在没有高级 API 成本负担的情况下扩展自动化。

下载入口:https://github.com/openclaw/skills/tree/main/skills/smartpeopleconnected/tokenoptimizer

安装与下载

1. ClawHub CLI

从源直接安装技能的最快方式。

2. 手动安装

将技能文件夹复制到以下位置之一

优先级：工作区 > 本地 > 内置

3. 提示词安装

将此提示词复制到 OpenClaw 即可自动安装。

Token 优化器 应用场景

• 频繁的模型心跳导致高昂的 API 账单。
• 在简单或重复的智能体任务中不必要地使用高成本模型。
• 在密集的开发周期中超出每日或每月 Token 预算。
• 管理跨不同提供商（如 Groq 或 Ollama）的多个 Openclaw Skills。
• 需要安全地预览和回滚配置更改以维护系统稳定性。

1. 该工具分析您当前的 Openclaw Skills 配置，以识别高成本模式和低效率的模型使用。
2. 它生成优化设置的详细差异预览，包括到 Claude Haiku 的模型路由和本地心跳重定向。
3. 用户应用优化，这将自动触发带有时间戳的现有配置备份以确保安全。
4. 系统实施 Prompt 缓存和会话管理，以大幅减少上下文窗口开销和 Token 消耗。
5. 集成的健康检查和验证报告允许您监控活跃的优化并跟踪随时间推移节省的成本。

Token 优化器 配置指南

要开始优化您的 Openclaw Skills，请遵循以下步骤：

# 通过 hub 安装技能
clawhub install token-optimizer

# 分析当前的 Token 使用情况和成本
python cli.py analyze

# 预览优化（模拟运行模式）
python cli.py optimize

# 将省钱配置应用到您的系统
python cli.py optimize --apply

# 设置免费的本地心跳提供程序以消除心跳成本
python cli.py setup-heartbeat --provider ollama --apply

# 验证优化后设置的健康状况
python cli.py health

Token 优化器 数据架构与分类体系

Token 优化器在 Openclaw Skills 的标准用户目录中组织其数据和配置：

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

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.

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 

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

• GitHub: https://github.com/smartpeopleconnected/openclaw-token-optimizer
• Issues: https://github.com/smartpeopleconnected/openclaw-token-optimizer/issues

Author

Smart People Connected

• GitHub: @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.