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TokenLens Token Value Optimizer

TokenLens 的 token 价值优化 Skill，通过三个 Python 脚本统计 token 消耗与效率评分，提供上下文加载、模型选择与心跳间隔等优化建议，并支持应用优化和生成周期性报告；声明本地运行、无网络调用。

samuellai118
samuellai118
热度 46.70
最近更新 2026-05-11 17:41:40
分类：效率依赖：代码执行 / 读写文件应用场景：自动化脚本 / 工作流 / 报告撰写

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 tokenlens-token-value-optimizer
Metadata
name
tokenlens-token-value-optimizer
description
TokenLens Token Value Optimization Engine — Maximize value per token with smart optimization, cost tracking, and efficiency recommendations. Free version with premium upgrade path. Built on TokenLens "every token, fully seen" philosophy.
version
1.0.3
homepage
https://tokenlens.ai
source
https://github.com/TokenLens/tokenlens-token-value-optimizer
author
TokenLens
security
{"scripts_no_network":true,"scripts_no_code_execution":true,"scripts_no_subprocess":true,"scripts_data_local_only":true}

TokenLens Token Value Optimization Engine

"Every token, fully seen" — Every token, fully optimized.

Free skill that helps OpenClaw users maximize value per token through smart optimization, cost tracking, and efficiency recommendations. Built for simplicity and effectiveness.

Quick Start

Install (once published to ClawHub):

clawhub install tokenlens-token-value-optimizer

Immediate optimizations:

  1. Check current token efficiency:

    cd skills/tokenlens-token-value-optimizer
python3 scripts/token_value_tracker.py check

  2. Get optimization recommendations:

    python3 scripts/token_value_tracker.py recommend

  3. Apply basic optimizations:

    python3 scripts/token_value_tracker.py optimize

Core Philosophy

Value Over Cost

Traditional tools focus on cost reduction. TokenLens focuses on value maximization:

  • Value Score = Business outcome / tokens used
  • Efficiency Ratio = Tasks completed per 1k tokens
  • Optimization Index = Potential improvement percentage

Simple But Effective

Three pillars:

  1. Track — Measure token usage and value delivery
  2. Analyze — Identify optimization opportunities
  3. Optimize — Apply simple, high-impact improvements

Features (Free Version)

1. Token Usage Tracking

  • Daily/weekly token consumption
  • Cost projections (if API costs configured)
  • Efficiency trends over time

2. Smart Recommendations

  • Context loading optimization (biggest win)
  • Model selection suggestions
  • Heartbeat interval tuning
  • Session pruning reminders

3. Value Scoring

  • Simple task completion tracking
  • Efficiency scoring (1-10)
  • Improvement opportunities

4. Basic Automation

  • Weekly optimization reports
  • Alert for inefficient patterns
  • Simple configuration wizard

Premium Version (Coming Soon)

  • Advanced value mapping (business outcomes)
  • Multi-agent optimization
  • Predictive optimization
  • Custom integration APIs
  • Team collaboration features

Architecture

Local-only, privacy-first:

  • No network calls
  • No external dependencies
  • Data stays on your machine
  • OpenClaw-native integration

Three simple scripts:

  1. token_value_tracker.py — Core tracking & recommendations
  2. optimization_manager.py — Apply optimizations
  3. value_reporter.py — Generate reports

TokenLens Difference

We don't just save tokens — we maximize value.

Feature Traditional Tools TokenLens
Focus Cost reduction Value creation
Metric Tokens saved Value per token
Approach Technical optimization Business outcome alignment
Philosophy "Spend less" "Get more value"

Getting Started

  1. Install the skill (once published)
  2. Run initial scan: python3 scripts/token_value_tracker.py scan
  3. Review recommendations: python3 scripts/token_value_tracker.py recommend
  4. Apply optimizations: python3 scripts/token_value_tracker.py optimize --apply
  5. Schedule weekly check: Add to your heartbeat or cron

Data & Privacy

  • All data stored locally in ~/.openclaw/workspace/memory/tokenlens/
  • No telemetry, no tracking, no external calls
  • You own 100% of your data

Roadmap

Free version:

  • Basic tracking & recommendations
  • Simple optimization suggestions
  • Weekly reports

Premium version ($3/month):

  • Advanced value mapping
  • Predictive optimization
  • Custom integrations
  • Priority support

Support & Community

  • Documentation: Planned for Q2 2026
  • Community: Discord/Telegram (Planned for Q2 2026)
  • Issues: GitHub repository (Planned for Q2 2026)
  • Current support: ClawHub skill page discussions

Built by TokenLens — "Every token, fully seen."