raggy: an open-source local-first CLI for RAG over your documents with hybrid vector+BM25 search

paulknysh · reddit · 2026-09-10

Developer paulknysh released raggy, a lightweight open-source CLI for RAG over local documents built on LangChain, Chroma, and Ollama. It uses a hybrid database (vector + BM25 index) with fully local embedding generation; answer generation runs either with a local LLM or a remote API key. It supports most common document formats and handles images/scans automatically via OCR.

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