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v0.1.0

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@npow npow released this 22 Feb 00:27
· 14 commits to main since this release

Initial release of Kompact — multi-layer context optimization proxy for LLM agents.

Features

  • 8 transforms: TOON, JSON Crusher, Code Compressor, Log Compressor, Content Compressor (TF-IDF extractive), Schema Optimizer (TF-IDF tool selection), Observation Masker, Cache Aligner
  • Transparent HTTP proxy: works with any Anthropic/OpenAI-compatible agent — just change base_url
  • Adaptive pipeline: scales compression parameters based on context size
  • Artifact index: tracks compressed content for re-fetching
  • Live dashboard: real-time metrics at /dashboard
  • Benchmark suite: context-bench integration with NIAH, answer recall, effective ratio, cost-of-pass metrics

Benchmarks

47.7% compression with 100% needle preservation on search-heavy scenarios. See README for full comparison against Headroom and LLMLingua-2.

Install

pip install kompact