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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.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
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AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
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Notes, actions and memory. Without a meeting bot. First month 100% off.
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belt - the only tool your agent needs
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one prompt install →
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Give your AI agent a complete email layer—sending, inbound inboxes, and sandbox testing.
Get 4K emails/month free →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
AI notepad for back-to-back meetings
AI notepad for back-to-back meetings
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
Advertise on claudemarketplaces.com
Show your product to 350K+ AI developers monthly. (Empty days caused by temporary data issue)
Try for a month →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
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 →
Email for Agents: Free tier availableEmail for Agents: Free tier available
Email for Agents: Free tier available
Give your AI agent a complete email layer—sending, inbound inboxes, and sandbox testing.
Get 4K emails/month free →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
AI notepad for back-to-back meetings
AI notepad for back-to-back meetings
Notes, actions and memory. Without a meeting bot. First month 100% off.
Download for free →
Advertise on claudemarketplaces.com
Show your product to 350K+ AI developers monthly. (Empty days caused by temporary data issue)
Try for a month →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
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 →
Email for Agents: Free tier availableEmail for Agents: Free tier available
Email for Agents: Free tier available
Give your AI agent a complete email layer—sending, inbound inboxes, and sandbox testing.
Get 4K emails/month free →
Categories
AI & Agent Building
First SeenJun 11, 2026
View on GitHub

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