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RAGFlow

RAGFlow is a customizable, open-source RAG framework enabling ingestion, chunking, retrieval, and evaluation for enterprise-grade knowledge systems.

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Chroma

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Dify offers a ready-made LLM chatbot engine with memory, knowledge base, workflows, and custom tool invocation built in.

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