10 GitHub repos to learn RAG: from embeddings to production pipelines

goyalshaliniuk · x · 2026-09-01

A curated list of 10 GitHub repositories for systematically learning RAG, covering everything from embeddings and vector search to advanced retrieval, evaluation, and production RAG systems. Projects named in the thread include LangChain (document loading, chunking, embeddings, retrieval chains), LlamaIndex (52k stars; connecting LLMs with documents, databases, APIs and private knowledge), Haystack (26.4k stars; deepset's modular production RAG pipeline framework), and RAGFlow (89.8k stars; infiniflow's open-source end-to-end RAG engine focused on document understanding).

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