Retrival Augmented Generation Python Packages

bestrag

bestrag: Library for storing and searching document embeddings in a Qdrant vector database using hybrid embedding techniques.

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.

pkglite

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

isotope-rag

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

needle-haystack-ai

Needle RAG tools for Haystack