token-manager

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"

# Generate report
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)

# Check balance and alert if below threshold
node scripts/scheduler.js check <provider> <threshold>

# View alert statistics
node scripts/scheduler.js stats

Session Tracker (P2 - Analytics)

# Record session for tracking
node scripts/session-tracker.js record <provider> <model> <tokensIn> <tokensOut> <cost> [currency]

# Generate reports
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

# Check every hour, alert if below ¥5
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

# Direct commands
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
# Output: Total tokens, cost, session count, provider breakdown

Weekly Report

node scripts/session-tracker.js weekly
# Output: 7-day summary with trend analysis

Smart Recommendations

node scripts/session-tracker.js recommend
# Analyzes patterns and suggests optimizations

Environment Variables

• MOONSHOT_API_KEY - Kimi/Moonshot API key
• OPENAI_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

• K2.5: ¥12 / 1M tokens

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

• Local execution: FREE

---

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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"

# 生成报告
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)

# 检查余额，低于阈值时提醒
node scripts/scheduler.js check <提供商> <阈值>

# 查看提醒统计
node scripts/scheduler.js stats

会话追踪器 (P2 - 分析)

# 记录会话
node scripts/session-tracker.js record <提供商> <模型> <输入tokens> <输出tokens> <费用> [货币]

# 生成报告
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

# 每小时检查，低于 ¥5 时提醒
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

# 直接命令
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
# 输出：总 token、费用、会话数、提供商分布

每周报告

node scripts/session-tracker.js weekly
# 输出：7 天摘要及趋势分析

智能建议

node scripts/session-tracker.js recommend
# 分析模式并提供优化建议

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

• K2.5: ¥12 / 百万 tokens

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

• 本地运行：免费