RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.

The Memory layer for AI Agents

An open-source RAG-based tool for chatting with your documents.

"LightRAG: Simple and Fast Retrieval-Augmented Generation"

AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation

🦛 CHONK your texts with Chonkie ✨ - The no-nonsense RAG chunking library

Supercharge Your LLM Application Evaluations 🚀

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

Cache-Augmented Generation: A Simple, Efficient Alternative to RAG

FlexRAG: A RAG Framework for Information Retrieval and Generation.

Retrieval and Retrieval-augmented LLMs

"MiniRAG: Making RAG Simpler with Small and Free Language Models"

Profile-Based Long-Term Memory for AI Applications