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):

bash

clawhub install tokenlens-token-value-optimizer

Immediate optimizations:

1. Check current token efficiency: bash

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

2. Get optimization recommendations: bash

   python3 scripts/token_value_tracker.py recommend
   
   

3. Apply basic optimizations: bash

   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.

FeatureTraditional ToolsTokenLensFocusCost reductionValue creationMetricTokens savedValue per tokenApproachTechnical optimizationBusiness outcome alignmentPhilosophy"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

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