Vanna AI is an open-source Python RAG framework that trains on your schema and documentation to generate accurate SQL. It works with any LLM and any database, and is designed for developers who want to embed reliable text-to-SQL into their own applications.

By grounding generation in retrieval over your own data model, it achieves higher accuracy than generic prompting, and being open source it can be fully self-hosted for privacy.