| name | token-manager |
| description | Universal LLM Token Manager - Monitor usage and provide cost-saving recommendations for Kimi, OpenAI, Anthropic, Gemini, and local models. Features scheduled monitoring, cross-session tracking, and proactive alerts. |
Token Manager
Universal LLM Token Manager with proactive monitoring and analytics.
When to Use
Use this skill when you need to:
- Monitor LLM API token usage and costs
- Get cost-saving recommendations
- Set up automated balance alerts
- Track usage across multiple sessions
- Generate daily/weekly usage reports
Quick Start
cd /path/to/token-manager
export MOONSHOT_API_KEY="your-api-key"
node scripts/manager.js report 11000 146 42000 200000 off 9.26 moonshot kimi-k2.5
Core Features
1. Usage Monitoring
Real-time session analysis with cost-saving suggestions.
2. Scheduled Alerts (P0)
Automatic balance monitoring with proactive notifications.
3. Built-in Tool Integration (P1)
Register as OpenClaw tool for seamless usage.
4. Cross-Session Analytics (P2)
Track spending patterns and generate reports.
Supported Providers
| Provider | Balance Query | Token Estimate | Pricing |
|---|
| Kimi/Moonshot | ✅ API | ✅ API | ¥12/1M tokens |
| OpenAI | ❌ Console | ❌ Approx | USD/1M tokens |
| Anthropic/Claude | ❌ Console | ❌ Approx | USD/1M tokens |
| Google/Gemini | ❌ Console | ❌ Approx | USD/1M tokens |
| Ollama/Local | N/A Free | N/A | FREE |
Cost-Saving Recommendations
Context Management
| Scenario | Recommendation | Action |
|---|
| Context > 80% | 🚨 Critical: Must compact immediately | /compact |
| Context > 50% | 📊 Suggest: Consider compacting | /compact |
| Session > 50k tokens | ⚠️ Warning: Split tasks now | /spawn |
| Session > 20k tokens | 💡 Tip: Use sub-agents for large tasks | /spawn |
Reasoning Optimization
| Scenario | Recommendation | Action |
|---|
| Reasoning ON + small task (<5k tokens) | 💡 Can disable to save 20-30% | /thinking off |
| Reasoning ON + complex task | ✅ Keep on for quality | Keep |
Provider-Specific Tips
| Scenario | Recommendation |
|---|
| Balance < ¥5 | 🚨 Enable save mode, avoid large tasks |
| Using GPT-4 | 💡 Consider GPT-4o-mini for 10x savings |
| Using Claude Opus | 💡 Consider Claude Sonnet for 5x savings |
| Running Ollama | 🎉 Free! No API costs |
Commands
Manager (Core)
node scripts/manager.js report <tokensIn> <tokensOut> <contextUsed> <contextMax> <thinking> [balance] [provider] [model] [apiKey]
node scripts/manager.js balance [provider] [apiKey]
node scripts/manager.js estimate <provider> <inputTokens> <outputTokens> [model]
node scripts/manager.js providers
node scripts/manager.js history
Scheduler (P0 - Cron Alerts)
node scripts/scheduler.js check <provider> <threshold>
node scripts/scheduler.js stats
Session Tracker (P2 - Analytics)
node scripts/session-tracker.js record <provider> <model> <tokensIn> <tokensOut> <cost> [currency]
node scripts/session-tracker.js daily [date]
node scripts/session-tracker.js weekly
node scripts/session-tracker.js recommend
P0: Scheduled Monitoring & Alerts
Setup automatic balance monitoring with cron jobs.
Setup Cron Job
openclaw cron add \
--name "token-balance-check" \
--schedule "0 * * * *" \
--command "cd /path/to/token-manager && node scripts/scheduler.js check moonshot 5"
Alert Rules
| Condition | Action | Cooldown |
|---|
| Balance < threshold | Send alert | 1 hour |
| Balance < ¥1 | Send urgent alert | 30 min |
| 3 alerts in 24h | Suggest adding funds | - |
Alert Output
When triggered, outputs JSON:
{
"alert": true,
"balance": 3.50,
"threshold": 5,
"messages": {
"en": "🚨 [URGENT] Token Manager Alert...",
"cn": "🚨 [紧急] Token 管家提醒..."
}
}
P1: Tool Integration
Register as OpenClaw tool for direct usage.
Tool Configuration
Add to openclaw.json:
{
"tools": {
"token_status": {
"command": "cd /path/to/token-manager && node scripts/manager.js report",
"description": "Check current token usage and costs"
},
"token_balance": {
"command": "cd /path/to/token-manager && node scripts/manager.js balance",
"description": "Query account balance"
}
}
}
Usage After Registration
openclaw tool token_status 11000 146 42000 200000 off 9.26 moonshot
openclaw tool token_balance moonshot
P2: Cross-Session Tracking
Track usage patterns across multiple sessions.
Recording Sessions
Automatically or manually record each session:
node scripts/session-tracker.js record moonshot kimi-k2.5 5000 500 0.06 CNY
Daily Report
node scripts/session-tracker.js daily
Weekly Report
node scripts/session-tracker.js weekly
Smart Recommendations
node scripts/session-tracker.js recommend
Environment Variables
MOONSHOT_API_KEY - Kimi/Moonshot API keyOPENAI_API_KEY - OpenAI API key (optional)ANTHROPIC_API_KEY - Anthropic API key (optional)
Security
- API keys read from environment variables only
- All data stored locally in
.data/ directory
- No data uploaded to third-party servers
- Network requests only to official LLM APIs
- Alert state persisted locally with cooldown logic
Pricing Reference
Kimi/Moonshot
OpenAI
- GPT-4o: $2.5 / $10 per 1M
- GPT-4o-mini: $0.15 / $0.6 per 1M
- GPT-3.5-turbo: $0.5 / $1.5 per 1M
Anthropic
- Claude 3.5 Sonnet: $3 / $15 per 1M
- Claude 3 Opus: $15 / $75 per 1M
- Claude 3 Haiku: $0.25 / $1.25 per 1M
Google Gemini
- Gemini 1.5 Pro: $3.5 / $10.5 per 1M
- Gemini 1.5 Flash: $0.35 / $1.05 per 1M
Ollama
Token 管家
通用 LLM Token 管理工具，支持主动监控和数据分析。
使用场景
在以下情况使用此 skill：
- 监控 LLM API token 使用和费用
- 获取省钱优化建议
- 设置自动余额提醒
- 追踪多会话使用模式
- 生成每日/每周使用报告
快速开始
cd /path/to/token-manager
export MOONSHOT_API_KEY="your-api-key"
node scripts/manager.js report 11000 146 42000 200000 off 9.26 moonshot kimi-k2.5
核心功能
1. 使用监控
实时会话分析，提供省钱建议。
2. 定时提醒 (P0)
自动余额监控，主动通知。
3. 工具集成 (P1)
注册为 OpenClaw 工具，无缝使用。
4. 跨会话分析 (P2)
追踪消费模式，生成报告。
支持的提供商
| 提供商 | 余额查询 | Token 估算 | 价格 |
|---|
| Kimi/Moonshot | ✅ API | ✅ API | ¥12/百万 |
| OpenAI | ❌ 控制台 | ❌ 估算 | USD/百万 |
| Anthropic/Claude | ❌ 控制台 | ❌ 估算 | USD/百万 |
| Google/Gemini | ❌ 控制台 | ❌ 估算 | USD/百万 |
| Ollama/本地 | N/A 免费 | N/A | 免费 |
省钱优化建议
上下文管理
| 场景 | 建议 | 操作 |
|---|
| 上下文 > 80% | 🚨 紧急：必须立即压缩 | /compact |
| 上下文 > 50% | 📊 建议：适时压缩 | /compact |
| 会话 > 50k tokens | ⚠️ 警告：立即拆分任务 | /spawn |
| 会话 > 20k tokens | 💡 提示：大任务使用子代理 | /spawn |
推理优化
| 场景 | 建议 | 操作 |
|---|
| Reasoning 开启 + 小任务 (<5k tokens) | 💡 可关闭节省 20-30% | /thinking off |
| Reasoning 开启 + 复杂任务 | ✅ 保持开启确保质量 | 保持 |
提供商特定建议
| 场景 | 建议 |
|---|
| 余额 < ¥5 | 🚨 开启省钱模式，避免大任务 |
| 使用 GPT-4 | 💡 考虑 GPT-4o-mini 省 10 倍 |
| 使用 Claude Opus | 💡 考虑 Claude Sonnet 省 5 倍 |
| 运行 Ollama | 🎉 免费！无 API 费用 |
命令
管理器（核心）
node scripts/manager.js report <输入tokens> <输出tokens> <上下文已用> <上下文上限> <推理状态> [余额] [提供商] [模型] [apiKey]
node scripts/manager.js balance [提供商] [apiKey]
node scripts/manager.js estimate <提供商> <输入tokens> <输出tokens> [模型]
node scripts/manager.js providers
node scripts/manager.js history
调度器 (P0 - 定时提醒)
node scripts/scheduler.js check <提供商> <阈值>
node scripts/scheduler.js stats
会话追踪器 (P2 - 分析)
node scripts/session-tracker.js record <提供商> <模型> <输入tokens> <输出tokens> <费用> [货币]
node scripts/session-tracker.js daily [日期]
node scripts/session-tracker.js weekly
node scripts/session-tracker.js recommend
P0: 定时监控与提醒
使用 cron 设置自动余额监控。
设置定时任务
openclaw cron add \
--name "token-balance-check" \
--schedule "0 * * * *" \
--command "cd /path/to/token-manager && node scripts/scheduler.js check moonshot 5"
提醒规则
| 条件 | 动作 | 冷却时间 |
|---|
| 余额 < 阈值 | 发送提醒 | 1 小时 |
| 余额 < ¥1 | 发送紧急提醒 | 30 分钟 |
| 24 小时内 3 次提醒 | 建议充值 | - |
提醒输出
触发时输出 JSON：
{
"alert": true,
"balance": 3.50,
"threshold": 5,
"messages": {
"en": "🚨 [URGENT] Token Manager Alert...",
"cn": "🚨 [紧急] Token 管家提醒..."
}
}
P1: 工具集成
注册为 OpenClaw 工具直接使用。
工具配置
添加到 openclaw.json：
{
"tools": {
"token_status": {
"command": "cd /path/to/token-manager && node scripts/manager.js report",
"description": "Check current token usage and costs"
},
"token_balance": {
"command": "cd /path/to/token-manager && node scripts/manager.js balance",
"description": "Query account balance"
}
}
}
注册后使用
openclaw tool token_status 11000 146 42000 200000 off 9.26 moonshot
openclaw tool token_balance moonshot
P2: 跨会话追踪
追踪多会话使用模式。
记录会话
自动或手动记录每个会话：
node scripts/session-tracker.js record moonshot kimi-k2.5 5000 500 0.06 CNY
每日报告
node scripts/session-tracker.js daily
每周报告
node scripts/session-tracker.js weekly
智能建议
node scripts/session-tracker.js recommend
环境变量
MOONSHOT_API_KEY - Kimi/Moonshot API 密钥OPENAI_API_KEY - OpenAI API 密钥（可选）ANTHROPIC_API_KEY - Anthropic API 密钥（可选）
安全说明
- API 密钥仅从环境变量读取
- 所有数据本地存储在
.data/ 目录
- 无数据上传到第三方服务器
- 网络请求仅访问官方 LLM API
- 提醒状态本地持久化，带冷却逻辑
价格参考
Kimi/Moonshot
OpenAI
- GPT-4o: $2.5 / $10 每百万
- GPT-4o-mini: $0.15 / $0.6 每百万
- GPT-3.5-turbo: $0.5 / $1.5 每百万
Anthropic
- Claude 3.5 Sonnet: $3 / $15 每百万
- Claude 3 Opus: $15 / $75 每百万
- Claude 3 Haiku: $0.25 / $1.25 每百万
Google Gemini
- Gemini 1.5 Pro: $3.5 / $10.5 每百万
- Gemini 1.5 Flash: $0.35 / $1.05 每百万
Ollama
