shcherbak-ai/contextgem: Zero-Config LLM Extraction From Documents Hits 1,812 Stars — Contracts, PDFs, DOCX Without RAG Setup

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ContextGem is a Python library that makes LLM-powered data extraction from documents effortless, targeting contract analysis, structured field extraction from PDFs and DOCX files, and document intelligence pipelines without requiring RAG infrastructure. At 1,812 stars it has found a niche between full RAG frameworks (complex, overkill for extraction) and naive LLM prompting (unstructured, unreliable). The 'effortless' positioning directly addresses the friction that prevents builders from adding document intelligence to existing applications.