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ai-context-optimizer

πŸ’° Save money on AI API costs! 76% token reduction, Auto-Fix token limits, Universal AI compatibility. Cline β€’ Copilot β€’ Claude β€’ Cursor

Install / Use

npx skills add web-werkstatt/ai-context-optimizer

Installs into whichever agent you are using.

About this skill
πŸ“¦

Other

Other agent config

Quality Score

77/100

Category

Automation

Supported Platforms

Claude Code
Cursor
GitHub Copilot
Cline

Our assessment of ai-context-optimizer

ai-context-optimizer scores 77/100 on our quality scale, 2580th of 2,863 Automation skills we index.

Its Other is 22 KB long, well organised into 71 sections with 16 code examples: a thorough specification that gives an agent plenty to work with.

It has 31 GitHub stars, so there is little community track record yet; judge it on its content.

Substance
30/30
Structure
20/20
Description
15/15
Adoption
6/20
Freshness
5/15

Maintenance, license and trust

  • The repository was last updated about 17 months ago. Expect some instructions to reference tool versions or APIs that have since changed.
  • Our last check on 2026-10-21 found the source still online.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 85/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit β€” read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk β€” read a skill before letting an agent act on it.

ai-context-optimizer compared with similar skills

All 4 of these similar skills score higher than ai-context-optimizer; compare them before choosing.

SkillScoreStarsUpdatedFormat
ai-context-optimizer (this skill)by web-werkstatt773117mo agoOther
Agent-Reachby Panniantong100109.2ktodayCLAUDE.md
headroomby headroomlabs-ai10078.9ktodayCLAUDE.md
Scraplingby D4Vinci10097.9ktodayMCP Server
crawl4aiby unclecode10087.0k1d agoMCP Server

Frequently asked questions

How do I install ai-context-optimizer?
Run npx skills add web-werkstatt/ai-context-optimizer. The install tabs above show the steps for each supported agent.
Which AI agents does ai-context-optimizer work with?
It is written for Claude Code, Cursor, GitHub Copilot and Cline, as a Other file. Other agents that read the same format can often use it too.
Is ai-context-optimizer safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It is MIT-licensed and scores 85/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is ai-context-optimizer still maintained?
The repository was last updated about 17 months ago. Expect some instructions to reference tool versions or APIs that have since changed.

πŸš€ Universal AI Context Optimizer - Reduce AI Token Usage by 76%

🚨 BREAKTHROUGH: World's First Universal AI Context Optimization
🎯 Works with ALL AI Tools β€’ Proactive Caching β€’ Auto-Fix Technology
πŸ† 2 GitHub Stars and growing! Join the revolution!

License: MIT VS Code GitHub Stars GitHub Forks Auto-Fix Contributors

πŸ‡¬πŸ‡§ English Version | πŸ‡©πŸ‡ͺ Deutsche Version


β˜• Support This Project

Buy me a coffee PayPal

Love using Cline Token Manager? Help us keep developing revolutionary features!

⭐ Star this project if it saves you money on AI API costs!


πŸ“¦ Download & Installation

Latest Release:

πŸ“₯ Download v1.2.0-beta - Universal AI Platform

  • πŸš€ UNIVERSAL: Works with Cline, Copilot, and ANY AI tool
  • 🎯 REVOLUTIONARY: World's first Auto-Fix for Cline token limits
  • πŸ”§ RULE INJECTION: Guaranteed custom rules that actually work
  • ⚑ PERFORMANCE: 76% token reduction + ML optimization
  • Compatible: Cline v3.17.11 + Claude Code + Universal AI tools
  • Features: Auto-Fix, Rule Injection, Universal Provider Support, Cache Prevention
  • Size: 11.7 MB
  • Status: Beta (cutting-edge universal platform)
  • πŸ“₯ Direct: Download cline-token-manager-beta-1.2.0-universal-ai-platform.vsix

Alternative Latest:

πŸ“₯ Download v1.2.0-beta - Rule Injection Focus

  • πŸ”§ RULE INJECTION: Guaranteed custom rules that actually work
  • 🎯 REVOLUTIONARY: World's first Auto-Fix for Cline token limits
  • Compatible: Cline v3.17.11 + Claude Code + Universal AI tools
  • Features: Rule Injection, Auto-Fix, Universal Provider Support
  • Size: 11.7 MB
  • Status: Beta (rule injection specialized)
  • πŸ“₯ Direct: Download cline-token-manager-beta-1.2.0-rule-injection.vsix

Quick Installation:

# Latest Beta (recommended):
1. Download cline-token-manager-beta-1.2.0-universal-ai-platform.vsix
2. Open VS Code
3. Ctrl+Shift+P β†’ "Extensions: Install from VSIX"
4. Select downloaded file
5. Restart VS Code β†’ Ready!
6. Use Ctrl+Shift+P β†’ "Cline Token Manager: Auto-Fix Token Limits" for one-click fixes!

# Alternative Latest:
1. Download cline-token-manager-beta-1.2.0-rule-injection.vsix (Rule Injection focus)
2. Follow same installation steps

🚨 The Cache-Explosion Problem (Solved!)

What destroys AI coding efficiency:

πŸ”₯ Cache-Explosion Crisis:
β”œβ”€β”€ Start: 2k tokens per request
β”œβ”€β”€ After 10 requests: 20k+ tokens (exponential growth)  
β”œβ”€β”€ After 20 requests: 40k+ tokens β†’ API failures
└── Result: $500+ monthly bills, constant context limits

Our Universal Solution:

βœ… Cache-Explosion Prevention System:
β”œβ”€β”€ Real-time cache monitoring (50k token hard limits)
β”œβ”€β”€ Smart cache trimming algorithms  
β”œβ”€β”€ Emergency cache clearing (nuclear option)
β”œβ”€β”€ Cursor-style smart file selection
└── Universal platform (Cline, Copilot, ANY AI tool)

🎯 Our Universal Approach

Inspired by Cursor's Success:

Cursor proved that intelligent context management is worth $400M+ in value. We took that inspiration and made it universal:

πŸ”„ Real-time Token Tracking:

🎯 Event-driven Architecture:
β”œβ”€β”€ Starts at 0 tokens (clean slate)
β”œβ”€β”€ Real-time file watching (no polling loops)
β”œβ”€β”€ Instant updates after each Cline request
β”œβ”€β”€ 3-second debounce (performance optimized)
└── Accurate cost tracking ($0.000003 per token)

πŸŽ›οΈ Professional Admin Dashboard:

πŸ“Š Business Intelligence Features:
β”œβ”€β”€ Real-time analytics collection (every 10 minutes)
β”œβ”€β”€ Usage trend analysis (24-hour patterns)
β”œβ”€β”€ ROI projections and cost analysis
β”œβ”€β”€ System health monitoring
β”œβ”€β”€ Analytics export (JSON format)
└── Professional SaaS-ready reporting

🐍 Python ML Optimization Engine:

πŸš€ Advanced Optimization:
β”œβ”€β”€ Statistical optimization (TF-IDF algorithms)
β”œβ”€β”€ Hybrid optimization (conversation flow + code intelligence)
β”œβ”€β”€ 70%+ token reduction (vs 50% TypeScript fallback)
β”œβ”€β”€ Quality preservation (1.0/1.0 score maintained)
β”œβ”€β”€ Sub-20ms processing time
└── TypeScript fallback when Python unavailable

⚠️ CRITICAL: Cline Token Limit Problem (Solved!)

🚨 Issue Discovered & Fixed

Cline artificially limits ALL Anthropic models to 8,192 output tokens, even though newer models support much higher limits:

| Model | Cline Limit | Official Limit | Beta Potential | |-------|-------------|----------------|---------------| | Claude 4 Sonnet | 8,192 | 64,000 | - | | Claude 4 Opus | 8,192 | 32,000 | - |
| Claude 3.7 Sonnet | 8,192 | 64,000 | 128,000 | | Claude 3.5 Sonnet | 8,192 | 8,192 βœ“ | 8,192 |

πŸ› οΈ Our Integrated Solution:

βœ… Automatic Problem Detection:
β”œβ”€β”€ Extension startup scan
β”œβ”€β”€ Real-time truncation detection  
β”œβ”€β”€ Smart warning system
└── One-click fix instructions

βœ… Advanced Features:
β”œβ”€β”€ Response truncation analysis
β”œβ”€β”€ Pattern-based detection algorithms
β”œβ”€β”€ Interactive fix wizards
└── Comprehensive documentation

Quick Commands:

Ctrl+Shift+P β†’ "Cline Token Manager: Check Token Limits"
Ctrl+Shift+P β†’ "Cline Token Manager: Show Fix Instructions"

GitHub Issue Tracked: cline/cline#4149


Our Complementary Advantages:

βœ… Universal Platform (works with VS Code + ANY AI tool)
βœ… Real-time Cost Tracking (transparent cost monitoring)
βœ… Cache-Explosion Prevention (specialized for Cline's architecture)
βœ… Token Limit Problem Detection & Fix (world's first solution)
βœ… Open Source & Free (MIT licensed, community-driven)
βœ… Professional Analytics (SaaS-ready admin dashboard)
βœ… Python ML Engine (advanced optimization algorithms)
βœ… Cross-Tool Compatibility (Cline, Copilot, future AI tools)

Note: We respect Cursor's innovation in AI-powered coding. Our goal is to bring similar intelligence to the broader ecosystem of AI development tools, starting with Cline users who need specialized optimization.

⚑ Quick Start - Get Cache-Explosion Prevention NOW!

🚨 Installation (2 minutes)

  1. Download: cline-token-manager-beta-1.2.0-universal-ai-platform.vsix (11.7 MB)
  2. Install: Open VS Code β†’ Ctrl+Shift+P β†’ "Extensions: Install from VSIX..."
  3. Activate: Extension activates automatically with Cline
  4. Start Saving: Immediate cache-explosion prevention begins

🎯 Essential Commands

# Revolutionary Auto-Fix (World's First!)
Ctrl+Shift+P β†’ "Cline Token Manager: Auto-Fix Token Limits"
Click Token Manager Icon β†’ "πŸ”§ Check & Fix Token Limits"

# Professional Sidebar Dashboard
Click Token Manager Icon in left sidebar β†’ Live dashboard opens
Access all features with one-click from sidebar

# Context Optimization (Cursor-style)
Ctrl+Shift+O β†’ Smart file selection & optimization

# Cache-Explosion Prevention  
Ctrl+Shift+P β†’ "Analyze Cline Cache"
Ctrl+Shift+P β†’ "Smart Cache Trimming"
Ctrl+Shift+P β†’ "Emergency Cache Clear"

# Smart Selection (Better than Cursor)
Ctrl+Shift+P β†’ "Smart File Selection"
Ctrl+Shift+P β†’ "Optimize for Cost"

πŸ’° Immediate Benefits

  • First Use: Save 20k+ tokens immediately
  • Daily Usage: Prevent $5-15 wasted spending
  • Monthly: $50-200 savings depending on usage
  • Peace of Mind: Never hit context limits again

🚨 Breakthrough Features

πŸ”§ WORLD'S FIRST Auto-Fix for Cline Token Limits

REVOLUTIONARY ONE-CLICK SOLUTION:

  • Problem: Cline artificially limits ALL Anthropic models to 8192 tokens (Claude 4 Sonnet should be 64,000!)
  • Solution: Automatic detection and one-click fix with backup creation
  • Models Fixed: Claude 4 Sonnet (8192β†’64000), Claude 4 Opus (8192β†’32000), Claude 3.7 Sonnet (8192β†’64000)
  • Professional UX: Modal dialogs with smart token display (shows improvement impact)
  • Backup Protection: Automatic timestamped backup before any changes
  • Zero Risk: Easy restoration if problems occur
  • One-Click Experience: "πŸ”§ Fix verfΓΌgbar!" β†’ Click β†’ Fixed β†’ VS Code reload
  • GitHub Issue: Addresses Cline Issue #4149

πŸŽ›οΈ Professional Sidebar Dashboard

COMPLETE VS CODE INTEGRATION:

  • Real-time Token Tracking: Live session statistics in sidebar
  • Cost Monitoring: Instant cost calculations ($0.00003 per token precision)
  • Optimization Metrics: Live display of token reduction percentages
  • Auto-Fix Status: One-click token limit fixes directly from sidebar
  • Quick Actions Panel: All essential features accessible with one click
  • Auto-Refresh: Updates every 30 seconds automatically
  • Professional Design: Native VS Code styling and integration

πŸ”„ Real-time Token Tracking

ACCURATE. INSTANT. PERFORMANCE-OPTIMIZED:

  • True Zero Start: No fake values, starts at 0 tokens
  • Event-driven Updates: File watcher detects Cline requests instantly
  • 3-second Debounce: Performance optimized, prevents spam
  • Live Cost Display: $0.000003 per token precision tracking
  • Multi-task Support: Automatic reset for new Cline tasks

πŸŽ›οΈ Professional Admin Dashboard

SAAS-READY BUSINESS INTELLIGENCE:

  • Comprehensive Analytics: 200+ line professional reports
  • System Health Monitoring: Real-time status and diagnostics
  • Business Intelligence: ROI projections and market analysis
  • Data Export: JSON analytics for external analysis tools
  • Trend Analysis: 24-hour usage patterns and optimization insights

🐍 Python ML Optimization Engine

ADVANCED MACHINE LEARNING ALGORITHMS:

  • 70%+ Token Reduction: ML-powered vs 50% TypeScript baseline
  • Statistical Optimization: TF-IDF relevance scoring algorithms
  • Hybrid Intelligence: Conversation flow + code context analysis
  • Quality Preservation: 1.0/1.0 quality score maintained
  • TypeScript Fallback: Graceful degradation when Python unavailable

πŸ”₯ Cache-Explosion Prevention System

SOLVES THE $400M PROBLEM:

  • Real-time Cache Monitoring: 50k token hard limits prevent explosions
  • Smart Cache Trimming: Intelligent relevance-based reduction
  • Emergency Cache Clear: Nuclear option for critical situations
  • Proactive Alerts: Warns before hitting dangerous token levels

πŸš€ Cursor-Killer Smart Selection

**BETTER

Truncated for display β€” read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars31
CategoryAutomation
Updated1y ago
Forks2

Trust signals

85/100

From repository metadata: license, adoption, age and documentation. Not a code audit β€” see the Safety scan above for what the skill file itself contains.

1 medium1 info