Query Engine for AI Analytics: Build self-reasoning agents across all your live data
pip install mindsdb<p align="center">
<a href="https://github.com/mindsdb/mindsdb">
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<a href="https://pypi.org/project/MindsDB/" target="_blank">
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<a href="https://www.python.org/downloads/" target="_blank">
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<a href="https://hub.docker.com/r/mindsdb/mindsdb" target="_blank">
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<a href="https://mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Website</a>
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<a href="https://docs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Docs</a>
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<a href="https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Contact us for a demo</a>
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<a href="https://mindsdb.com/joincommunity?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Community Slack</a>
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MindsDB is a popular open-source query engine for AI analytics, powering AI agents that need to answer questions directly from databases, data warehouses, and applications, with no ETL required.
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<a href="https://www.youtube.com/watch?v=HN4fHtS4mvo" title="Watch demo">
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| CONVERSATIONAL ANALYTICS AGENTS | SEMANTIC SEARCH AGENTS |
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| Get precise, data-driven answers using natural language. <br /><br /> Unify and query data across sources (MySQL, Salesforce, Shopify, etc.), without ETL. <br /><br /> <a href="https://www.youtube.com/watch?v=QIdPpzcaxXg">Watch video</a> | Ground LLM responses in your most relevant internal knowledge. <br /><br /> Search across unstructured sources like documents, support tickets, Google Drive, and more. <br /><br /> <a href="https://www.youtube.com/watch?v=HN4fHtS4mvo">Watch video</a> |
MindsDB follows a simple workflow: Connect → Unify → Respond. At the center is an SQL-compatible data language with additional constructs for searching unstructured data, managing workflows (jobs/triggers), and building agents.
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<strong><a href="https://docs.
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