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tokenlens-token-value-optimizer（tokenlens 代币价值优化器）

Agent Skill

tokenlens-token-value-optimizer 用于补充开发相关能力，适合在 OpenClaw 中需要让 Agent 承接开发相关任务时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态，以及是否会触发联网、命令执行或文件读写。

总安装

4,602

周安装

188

GitHub Stars

公开资料未说明

下载量

1,489

OpenClaw

安装说明

本站只整理中文说明和来源信息，不托管安装包，也不代用户安装。

GitHub

来源数

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手，先确认命令和权限，再让它执行。

请帮我安装这个 Agent Skill：tokenlens-token-value-optimizer（tokenlens 代币价值优化器）
来源仓库：https://github.com/samuellai118/tokenlens-token-value-optimizer
安装命令：
openclaw skills install tokenlens-token-value-optimizer
安装前请先检查当前环境是否支持对应 CLI，并向我确认将要执行的命令、安装目录、联网范围和文件读写权限；确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill；本站只展示命令，不托管安装包，也不自动执行。

ClawHubOpenClaw

openclaw skills install tokenlens-token-value-optimizer

简介

通过智能优化与成本跟踪最大化每个代币的价值产出。

提供免费版本与高级功能，适合高频使用 LLM 的开发者。
通过 clawhub 安装，需确认是否接入外部计费或分析接口。
建议检查数据隐私策略与模型选择对效果的影响。tokenlens-token-value-optimizer 属于开发类 Skill，可作为该场景下的辅助能力补充。
可参考原始仓库了解优化建议生成逻辑与使用限制。

SKILL.md

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:

Check current token efficiency:

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

Get optimization recommendations:

   python3 scripts/token_value_tracker.py recommend

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:

Track — Measure token usage and value delivery
Analyze — Identify optimization opportunities
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:

token_value_tracker.py — Core tracking & recommendations
optimization_manager.py — Apply optimizations
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

Install the skill (once published)
Run initial scan: python3 scripts/token_value_tracker.py scan
Review recommendations: python3 scripts/token_value_tracker.py recommend
Apply optimizations: python3 scripts/token_value_tracker.py optimize --apply
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."

适合场景

OpenClaw 用户查找和安装 Skill 时

用户想查找某类 Agent Skill 时

需要根据任务场景推荐可安装能力包时

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明，方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用；具体调用方式请以来源页面和 README 为准。

平台分布

OpenClaw

70.68%

按下载量换算1,052

安全审计

VirusTotal

通过

ClawScan

通过

Static analysis

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API；具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息，不托管安装包，不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。当前只有一个来源，正式发布前建议补源仓库或其他目录站核验。

来源信息

GitHub 仓库

github.com

/samuellai118/tokenlens-token-value-optimizer

SKILL.md 来源

clawhub.ai

/samuellai118/tokenlens-token-value-optimizer

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