Published on6 March 2025GraphRAG with Qdrant, Neo4j, and Ollama (Using Qwen2.5:3b and Nomic text embeddings)ragknowledge-graphsneo4jvector-searchllmpythonI've been playing with a new approach to RAG systems - combining vector search with knowledge graphs for more contextual, relationship-aware answers. Here's what I've built, how it works, and why you might want to try it yourself.