MindsDB
AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
MindsDB adds an AI‑driven query layer on top of existing databases, letting developers train and deploy machine‑learning models through standard SQL‑like statements. The system connects to a wide range of live data sources, unifies structured tables with vectorized content such as text and PDFs, and enables autonomous agents to reason over that combined knowledge. Users can ask plain‑language questions and receive data‑driven answers, visualizations, or actionable recommendations without separate ETL pipelines.
The platform is self‑hostable and available under an Elastic‑2.0 license, offering a free tier with no subscription requirement. It supports Python 3.10‑3.13 and can be run via Docker, making integration into existing developer workflows straightforward. The product is positioned for teams that need conversational analytics, semantic search, or AI‑powered business intelligence directly on their live enterprise data.
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