ai-context-optimizer
π° 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-optimizerInstalls into whichever agent you are using.
Other
Other agent config
Quality Score
Category
AutomationSupported Platforms
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.
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 foundOur 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.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| ai-context-optimizer (this skill)by web-werkstatt | 77 | 31 | 17mo ago | Other |
| Agent-Reachby Panniantong | 100 | 109.2k | today | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 78.9k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 97.9k | today | MCP Server |
| crawl4aiby unclecode | 100 | 87.0k | 1d ago | MCP 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.
Skill content
View source on GitHubπ Universal AI Context Optimizer - Reduce AI Token Usage by 76%
π¨ BREAKTHROUGH: World's First Universal AI Context Optimization
π― Works with ALL AI Tools β’ Proactive Caching β’ Auto-Fix Technology
π 2 GitHub Stars and growing! Join the revolution!
π¬π§ English Version | π©πͺ Deutsche Version
β Support This Project
Love using Cline Token Manager? Help us keep developing revolutionary features!
β Star this project if it saves you money on AI API costs!
π¦ Download & Installation
Latest Release:
π₯ Download v1.2.0-beta - Universal AI Platform
- π UNIVERSAL: Works with Cline, Copilot, and ANY AI tool
- π― REVOLUTIONARY: World's first Auto-Fix for Cline token limits
- π§ RULE INJECTION: Guaranteed custom rules that actually work
- β‘ 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)
- π₯ Direct: Download cline-token-manager-beta-1.2.0-universal-ai-platform.vsix
Alternative Latest:
π₯ Download v1.2.0-beta - Rule Injection Focus
- π§ RULE INJECTION: Guaranteed custom rules that actually work
- π― 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)
- π₯ 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
π¨ The Cache-Explosion Problem (Solved!)
What destroys AI coding efficiency:
π₯ Cache-Explosion Crisis:
βββ Start: 2k tokens per request
βββ After 10 requests: 20k+ tokens (exponential growth)
βββ After 20 requests: 40k+ tokens β API failures
βββ Result: $500+ monthly bills, constant context limits
Our Universal Solution:
β
Cache-Explosion Prevention System:
βββ Real-time cache monitoring (50k token hard limits)
βββ Smart cache trimming algorithms
βββ Emergency cache clearing (nuclear option)
βββ Cursor-style smart file selection
βββ Universal platform (Cline, Copilot, ANY AI tool)
π― 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:
π Real-time Token Tracking:
π― Event-driven Architecture:
βββ Starts at 0 tokens (clean slate)
βββ Real-time file watching (no polling loops)
βββ Instant updates after each Cline request
βββ 3-second debounce (performance optimized)
βββ Accurate cost tracking ($0.000003 per token)
ποΈ Professional Admin Dashboard:
π Business Intelligence Features:
βββ Real-time analytics collection (every 10 minutes)
βββ Usage trend analysis (24-hour patterns)
βββ ROI projections and cost analysis
βββ System health monitoring
βββ Analytics export (JSON format)
βββ Professional SaaS-ready reporting
π Python ML Optimization Engine:
π Advanced Optimization:
βββ Statistical optimization (TF-IDF algorithms)
βββ Hybrid optimization (conversation flow + code intelligence)
βββ 70%+ token reduction (vs 50% TypeScript fallback)
βββ Quality preservation (1.0/1.0 score maintained)
βββ Sub-20ms processing time
βββ TypeScript fallback when Python unavailable
β οΈ CRITICAL: Cline Token Limit Problem (Solved!)
π¨ 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 β | 8,192 |
π οΈ Our Integrated Solution:
β
Automatic Problem Detection:
βββ Extension startup scan
βββ Real-time truncation detection
βββ Smart warning system
βββ One-click fix instructions
β
Advanced Features:
βββ Response truncation analysis
βββ Pattern-based detection algorithms
βββ Interactive fix wizards
βββ 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:
β
Universal Platform (works with VS Code + ANY AI tool)
β
Real-time Cost Tracking (transparent cost monitoring)
β
Cache-Explosion Prevention (specialized for Cline's architecture)
β
Token Limit Problem Detection & Fix (world's first solution)
β
Open Source & Free (MIT licensed, community-driven)
β
Professional Analytics (SaaS-ready admin dashboard)
β
Python ML Engine (advanced optimization algorithms)
β
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.
β‘ Quick Start - Get Cache-Explosion Prevention NOW!
π¨ Installation (2 minutes)
- Download:
cline-token-manager-beta-1.2.0-universal-ai-platform.vsix(11.7 MB) - Install: Open VS Code β
Ctrl+Shift+Pβ "Extensions: Install from VSIX..." - Activate: Extension activates automatically with Cline
- Start Saving: Immediate cache-explosion prevention begins
π― Essential Commands
# Revolutionary Auto-Fix (World's First!)
Ctrl+Shift+P β "Cline Token Manager: Auto-Fix Token Limits"
Click Token Manager Icon β "π§ 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"
π° 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
π¨ Breakthrough Features
π§ 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 (8192β64000), Claude 4 Opus (8192β32000), Claude 3.7 Sonnet (8192β64000)
- 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: "π§ Fix verfΓΌgbar!" β Click β Fixed β VS Code reload
- GitHub Issue: Addresses Cline Issue #4149
ποΈ 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
π 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
ποΈ 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
π 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
π₯ 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
π Cursor-Killer Smart Selection
**BETTER
Truncated for display β read the full file on GitHub.
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Trust signals
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.
