infiniflow/ragflow
📦 Open Source Projectinfiniflow
Open-source RAG engine fusing retrieval-augmented generation with agent capabilities for LLMs.
RAGFlow is an open-source RAG engine designed to enhance LLMs with relevant context. It integrates deep document understanding, agentic retrieval, and automated data extraction from various document formats (PDF, Word, Excel, images). Key innovations include a unique text splitting algorithm, an intelligent agent engine for orchestrating retrieval and generation tasks, and support for multiple vector databases (Milvus, Elasticsearch, Qdrant) and LLMs (OpenAI, DeepSeek, local models). The system provides a production-ready API, a web-based UI for debugging, and comprehensive security features. With over 82,000 GitHub stars, it is widely adopted for building AI-powered search, Q&A, and document analysis solutions.
💡Highlights
- ├─82k+ GitHub stars
- ├─Agentic retrieval & context management
- └─Deep document parsing & extraction
🎯For
- ├─Developers
- ├─AI Researchers
- └─Enterprises