Claw Compactor: compress LLM tokens 54% with zero dependencies
github.com
March 18, 2026
6 min read
Summary
Claw Compactor is an open-source LLM token compression engine that reduces AI agent token costs by up to 97% using a 14-stage Fusion Pipeline. It features 54% average compression, zero LLM inference cost, and is designed for prompt compression and context window optimization without requiring an LLM.
Key Takeaways
- Claw Compactor achieves an average token compression rate of 54% with zero LLM inference cost.
- The tool utilizes a 14-stage Fusion Pipeline for specialized compression techniques, including AST-aware code analysis and semantic deduplication.
- Claw Compactor allows for reversible compression, enabling retrieval of original content through a hash-addressed storage system.
- The compression rates for various content types, such as JSON and Python source code, show significant improvements over legacy methods, with some achieving over 80% compression.
Source
github.com
Published
March 18, 2026
Reading Time
6 minutes
Relevance Score
50/100
🔥🔥🔥🔥🔥
Why It Matters
This page is optimized for focused reading: quick context up top, a clean summary block, and a direct path to the original source when you want the full story.