code-compression

AI context engine for Claude Code, Cursor, Windsurf — pack, compress, and optimize any codebase. Save 60-90% tokens. Web dashboard on port 7456.

Assignments of UOM's EN3240 - Embedded Systems Engineering module

Minipy3 is a powerful Python 3 code minimizer and compressor. It reduces script size by rewriting the Abstract Syntax Tree (AST), consolidating imports, and optimizing integers. It features advanced payload compression using lzma, zlib, and Base85 encoding. Includes a CLI tool and Python API for seamless integration into deployment pipelines.

Query-aware code compression for LLMs. 1.29M LOC → 1,509 lines in 2.8s. Tree-sitter AST, not embeddings.

No more manual minifying — just run and go, instantly shrinking your code

🍇 Write Python code LLMs can read — ~50% fewer tokens, 100% same functionality. Verified by 786 tests across 6 experiments. Claude Code skill + benchmarks + methodology.

Context compression for LLM prefill — logs, JSON, prose, code. 660K-param ML model, 95% reduction on structured data.

Compile code for machine attention with a lazy, content-addressed semantic IR.