Turbovec is an open-source vector index library written in Rust that features Python bindings. It utilizes Google's TurboQuant algorithm to provide highly efficient data quantization without the need for traditional codebook training steps like k-means. The library offers significant memory savings, reducing a 31 GB corpus of 10 million vectors down to just 4 GB, and demonstrates superior search speeds on ARM hardware compared to FAISS.
FastCode is a token-efficient framework for comprehensive code understanding and analysis, delivering superior speed, exceptional accuracy, and cost-effectiveness for large-scale codebases and software architectures. It features a three-phase framework for semantic-structural code representation, lightning-fast codebase navigation, and cost-efficient context management.
A polyglot document intelligence framework with a Rust core that extracts text, metadata, and structured information from PDFs, Office documents, images, and 50+ formats. Available for Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, TypeScript (Node/Bun/Wasm/Deno) or use via CLI, REST API, or MCP server.
An extremely lightweight universal grammar implementation with provable recursion, based on Chomsky's Minimalist Grammar theory, fitting in under 50kB with zero runtime dependencies. It includes a probabilistic language model extension and formal verification.
Rensa is a high-performance MinHash suite written in Rust with Python bindings. It's designed for efficient similarity estimation and deduplication of large datasets. It offers R-MinHash, C-MinHash, and OptDensMinHash variants, significantly faster than datasketch while maintaining comparable accuracy.
ChatDBG is an AI-based debugging assistant for C/C++/Python/Rust code that integrates large language models into a standard debugger (pdb, lldb, gdb, and windbg) to help debug your code. It can provide error diagnoses and suggest fixes.
A collection of Python examples demonstrating the use of Mistral.rs, a Rust library for working with mistral models.
Fast and easy LLM serving for the mac.
uv is a drop-in replacement for common pip, pip-tools, and virtualenv commands, providing 10-100x faster installation and syncing compared to pip and pip-tools. It offers disk-space efficient global cache, advanced features, and best-in-class error messages. uv is backed by Astral, creators of Ruff.
