RAGFlow is an open - source Retrieval Augmented Generation (RAG) engine. It teams up with large language models (LLMs) to power evidence - based question - answering systems. You can upload diverse file types to build knowledge bases. With features like intervention in file parsing and AI chat settings, it simplifies complex tasks. Plus, its APIs enable easy integration into other applications for extended functionality.