Back to browse
GitHub Repository
8 starsTypeScript

Strata – 31-43% cheaper Claude Code reads via entropy, no parser

by noopz_·Mar 8, 2026·1 point·1 comment

AI Analysis

●●●BangerWizardryBig BrainShip It

Entropy-based code compression for Claude—no parser, works on any language, cuts context usage by a third.

Strengths
  • Works language-agnostic via structural boundaries, not language grammars—instant portability.
  • Hashline coordinates shrink edit references from ~70 chars to 7, compounding token savings across edits.
  • Similarity collapse handles repetitive code (60 class defs → 3 nodes), targeting real friction in agent coding.
Weaknesses
  • Requires Node 22+ and Claude Code integration—no standalone CLI or IDE support yet.
  • Unverified in production; no benchmarks on actual codebase-scale improvements or agent latency impact.
Target Audience

Claude Code users working with large codebases; engineers optimizing LLM context usage

Similar To

Continue.dev context compression · Codeium indexing · Sourcegraph Cody syntax awareness

Similar Projects

AI/ML●●Solid

Entroly – Compress codebase context for LLMs by 78% using Rust

Entropy-based context compression beats naive token stuffing, but the category is crowded.

Big BrainNiche Gem
savetokens
102mo ago