txtai
All-in-one open-source embeddings database for semantic search, LLM orchestration, and RAG.
Why consider txtai?
txtai is an all-in-one open-source embeddings database written in Python. It pairs vector search (Faiss, HNSW, Annoy) with relational SQL metadata storage, enabling semantic search, retrieval augmented generation (RAG), and graph knowledge reasoning in a single package.
Learn txtai by building
Practical setup notes, real use cases, and copy-ready examples in one focused guide.
In this guide2 sections
Overview of txtai
txtai combines sentence transformers embeddings with SQLite/PostgreSQL metadata filters for hybrid neural search.
Quickstart
pip install txtaitxtai is licensed under the Apache License Version 2.0.
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