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OpenKB is an open-source CLI that transforms raw documents into a structured, interlinked knowledge base using LLMs. It implements a novel approach to RAG by compiling knowledge once into a persistent wiki with cross-references and reasoning-based retrieval, eliminating the need for traditional vector databases.