# ragflow gained 522 GitHub stars > Source: > Published: 2026-07-27 05:58:43+00:00 # ragflow RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs Production RAG over complex documents with agent capabilities, self-hosted. You need a lightweight embedded library rather than a full platform. ## About ragflow RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs. It offers a streamlined RAG workflow adaptable to enterprises of any scale. Powered by a converged context engine and pre-built agent templates, RAGFlow enables developers to transform complex data into high-fidelity, production-ready AI systems with exceptional efficiency and precision. Star our repository to stay up-to-date with exciting new features and improvements! Get instant notifications for new releases! To update the default HTTP serving port (80), go to docker-compose.yml and change 80:80 to :80. ragflow is an open-source project written primarily in Go, with 86k stars on GitHub. It was last updated in July 2026. ``` pipx install uv ``` ## ragflow vs. the alternatives [All 20 alternatives →](/alternatives/ragflow)