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.
AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
<a name="readme-top"></a>
<div align="center">
<a href="https://pypi.org/project/MindsDB/" target="_blank">
<img src="https://badge.fury.io/py/MindsDB.svg" alt="MindsDB Release" />
</a>
<a href="https://www.python.org/downloads/" target="_blank">
<img src="https://img.shields.io/badge/python-3.10.x%7C%203.11.x%7C%203.12.x%7C%203.13.x-brightgreen.svg" alt="Python supported" />
</a>
<a href="https://hub.docker.com/r/mindsdb/mindsdb" target="_blank">
<img src="https://img.shields.io/docker/pulls/mindsdb/mindsdb.svg?logo=docker&label=Docker%20pulls&cacheSeconds=86400" alt="Docker pulls" />
</a>
<p align="center">
<a href="https://mindshub.ai">Try it</a>
·
<a href="https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Contact us for a demo</a>
·
<a href="https://mindsdb.com/joincommunity?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Community Slack</a>
</p>
</div>
---
## MINDS PLATFORM
Minds Platform is dedicated to building an open foundation for frontier Artificial Intelligence, designed for developers, businesses, and individuals seeking AI systems they can truly control, extend and deploy anywhere (VPC, on-prem or Cloud).
We believe useful AI systems require two fundamental capabilities: the ability to perform meaningful actions autonomously **(Automation)** and the ability to find and retrieve the right information **(Semantic Search)**. Our products are designed around these two foundations:
* [Minds Anton](https://github.com/mindsdb/anton) - Self-improving **Automation** Agent that can get any type of work done. Tell it what you need in plain language and it takes it from there - creating reports, organizing data, sending emails, calling APIs, building dashboards, scheduling tasks, etc.
* [Minds Query Engine](https://github.com/mindsdb/engine) - **Semantic Search** query engine, used to index and organize large amounts of data from hundreds of structured and unstructured datasources.
# USE CASES
| Use Case | Solution |
|---|---|
| Automated reporting, recurring workflows, and operational task execution | **Anton** |
| Embeddable conversational business intelligence | **Query Engine** |
| Search across large knowledge bases; documents, tickets, etc | **Query Engine** |
| Search and Analyze data across large knowledge bases; documents, tickets, etc | **Anton + Query Engine** |
| AI operations assistants for sales, support, finance, and engineering teams | **Anton** |
| Large scale Enterprise AI systems combining memory, retrieval, reasoning, and execution | **Anton + Query Engine** |
---
# DEPLOY ANYWHERE
Minds Platform is designed for flexible deployment across:
- Cloud
- VPC
- On-Prem
- Air-Gapped Environments
- Hybrid Infrastructure
Maintain full control over your infrastructure, models, permissions, and data.
## 🫴 Help and support
Stuck on a query? Found a bug? We’re here to help.
<table style="width:100%; border-collapse:collapse;">
<tr>
<td style="width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Ask a question
</td>
<td style="width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Join our <a href="https://mindsdb.com/joincommunity">Slack Community</a>.
</td>
</tr>
<tr>
<td style="width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Report a bug
</td>
<td style="width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Open a <a href="https://github.com/mindsdb/mindsdb/issues">GitHub Issue</a>. Please include reproduction steps!
</td>
</tr>
<tr>
<td style="width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Get commercial support
</td>
<td style="width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;">
Contact the <a href="https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">MindsDB Team</a> for enterprise SLAs and custom solutions.
</td>
</tr>
</table>
**Security Note:** If you find a security vulnerability, please do not open a public issue. Refer to our <a href="https://github.com/mindsdb/mindsdb/security">security policy</a> for reporting instructions.
## 🤝 Contribute to Minds Platform
Minds Platform is open source and contributions are welcome! You can submit code changes through pull requests or by opening issues to report bugs, suggest new features, or enhancements.
**How to contribute**
- Read the <a href="https://docs.mindsdb.com/contribute/contribute?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">contribution guide</a> to get set up.
- Browse <a href="https://github.com/mindsdb/mindsdb/issues">open issues</a>.
- Join the #contributors channel in <a href="https://mindsdb.com/joincommunity">Slack</a>.
- Explore <a href="https://mindsdb.com/community?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">community rewards and programs</a>.
<div align="center">
<strong>Our top 100 contributors</strong>
<a href="https://github.com/mindsdb/mindsdb/graphs/contributors">
<img src="https://contrib.rocks/image?repo=mindsdb/mindsdb&max=100&columns=10" />
</a>
Made with [contrib.rocks](https://contrib.rocks)
</div>
## 📚 Resources
- <a href="https://docs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Documentation</a>
- <a href="https://mindsdb.com/blog?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Blog</a>
- <a href="https://mindsdb.com/events?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Events</a>
- <a href="https://mindsdb.com/joincommunity">Community Slack</a>
- <a href="https://mindsdb.com/press-kit?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Brand guidelines</a>
- <a href="https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Contact form</a>