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Context Compression

muratcankoylan/agent-skills-for-context-engineering
16.5k starsMIT
Summary

When your agent session hits hundreds of thousands of tokens and starts forgetting which files it modified, you need compression that doesn't break task continuity. This skill walks through three production approaches: anchored iterative summarization for file-heavy work, opaque compression when you need maximum token savings, and regenerative summaries for readable handoffs. The key insight is optimizing for tokens per task, not per request. If your compression drops a file path and the agent has to re-explore the codebase, you've lost more tokens than you saved. Comes with structured templates, probe-based evaluation tactics, and honest tradeoffs between the approaches.

Install to Claude Code

npx -y skills add muratcankoylan/agent-skills-for-context-engineering --skill context-compression --agent claude-code

Installs into .claude/skills of the current project.

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AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
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Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
Granola, the best AI meeting recorder
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Notes, actions and memory. Without a meeting bot. First month 100% off.
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one prompt install →
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CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
Granola, the best AI meeting recorder
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Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
CodeHealth MCP ServerCodeHealth MCP Server
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Try For Free →
belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
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Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
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Connect your Claude agent to live crypto prices and trading routes via 1inch
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Block distracting apps from your iPhone permanently without a 3rd party app. Free and open source.
Block now (100% free) →
Categories
AI & Agent Building
First SeenJun 11, 2026
View on GitHub

More from muratcankoylan/agent-skills-for-context-engineering

All 17 skills →
  • Context Degradation
  • Context Fundamentals
  • Context Optimization
  • Evaluation
  • Filesystem Context
  • Harness Engineering
  • Hosted Agents
  • Latent Briefing
  • Memory Systems
  • Multi Agent Patterns
  • Project Development
  • Tool Design
  • Context Engineering Collection3.5k
  • Advanced Evaluation
  • Context Engineering Collection
  • Bdi Mental States

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muratcankoylan/agent-skills-for-context-engineering

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