txtai

All-in-one AI framework: embeddings database, semantic search, LLM orchestration, RAG, pipelines and agents. Current version: 9.7.0 (Mar 2026). TWO packages on PyPI: 'txtai' (full local library) and 'txtai.py' (thin API client for remote txtai server). Most tutorials use the full 'txtai' package. Core API: Embeddings class. index() rebuilds entire index. upsert() adds/updates without full rebuild. Content storage must be enabled for SQL queries and content retrieval.