Retrival Augmented Generation Python Packages

pkglite

Pack and unpack source projects of any programming language into portable text files

bestrag

BestRAG: A library for hybrid RAG, combining dense, sparse, and late interaction methods for efficient document storage and search.

rankify

🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods.

needle-haystack-ai

Needle components for Haystack projects.

isotope-rag

A "Reverse RAG" database that indexes anticipated questions rather than raw text, ensuring every user query bonds perfectly with its atomic answer.