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Claw Compactor

14-Stage Fusion Pipeline for LLM Token Compression

](https://github.com/open-compress/claw-compactor/actions) [ ](https://python.org) [ ](https://pypi.org/project/claw-compactor/) [ [](https://github.com/open-compress/claw-compactor)

15–82% compression depending on content · Zero LLM inference cost · Reversible · 1600+ tests

Documentation · Architecture · Benchmarks · Quick Start · API

What is Claw Compactor?

Claw Compactor is an open-source LLM token compression engine built around a 14-stage Fusion Pipeline. Each stage is a specialized compressor — from AST-aware code analysis to JSON statistical sampling to simhash-based deduplication — chained through an immutable data flow architecture where each stage's output feeds the next.

Demo

$ claw-compactor benchmark ./my-workspace

  Claw Compactor v7.0 — Fusion Pipeline Benchmark
  ─────────────────────────────────────────────────

  Scanning workspace... 47 files, 234,891 tokens

  Stage Results:
  ┌──────────────────┬──────────┬───────────┬──────────┐
  │ Stage            │ Applied  │ Reduction │ Time     │
  ├──────────────────┼──────────┼───────────┼──────────┤
  │ Cortex           │ 47/47    │ —         │ 12ms     │
  │ Photon           │ 3/47     │ 2.1%      │ 4ms      │
  │ RLE              │ 41/47    │ 8.3%      │ 6ms      │
  │ SemanticDedup    │ 47/47    │ 12.7%     │ 18ms     │
  │ Ionizer          │ 8/47     │ 71.2%     │ 9ms      │
  │ Neurosyntax      │ 23/47    │ 18.4%     │ 31ms     │
  │ TokenOpt         │ 47/47    │ 4.1%      │ 3ms      │
  │ Abbrev           │ 12/47    │ 6.8%      │ 5ms      │
  └──────────────────┴──────────┴───────────┴──────────┘