AutoFlow is an open source graphrag (knowledge graph RAG) knowledge base tool built on TiDB Vector storage and LlamaIndex. It leverages DSPy for prompt optimization and chain-of-thought reasoning to improve retrieval quality. The system supports conversational interactions over structured and unstructured data stored in a knowledge graph, with both frontend and backend deployed as Docker containers.