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+<h1 align="center">Welcome to MindsDB 👋</h1>
 
-<h1 align="center"> Welcome to MindsDB 👋</h1> 
-
+<div align="center">
+We help teams get actionable answers across enterprise data sources by asking questions in plain English.
+</div>
 
 <h3 align="center">
-	<a href="https://www.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Website</a>
-	<span> | </span>
-	<a href="https://docs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Docs</a>
-	<span> | </span>
-	<a href="https://mindsdb.com/joincommunity">Community Slack</a>
-	<span> | </span>
-	<a href="https://github.com/mindsdb/mindsdb/projects?type=classic">Contribute</a>
+  <a href="https://www.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Website</a>
+  <span> | </span>
+  <a href="https://docs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Docs</a>
+  <span> | </span>
+  <a href="https://mindsdb.com/joincommunity">Community Slack</a>
+  <span> | </span>
+  <a href="https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo">Contact</a>
 </h3>
 
-<img width="1089" alt="image" src="https://github.com/mindsdb/mindsdb/assets/5898506/5451fe7e-a854-4c53-b34b-769b6c7c9863">
-
-</br>
-</br>
-
-Welcome to the MindsDB GitHub organization! We believe AI will make every organization smarter. We work to empower developers to reliably use enterprise data to customize AI for their needs.
-
-
-## 🌟 Projects
-
-* [MindsDB](https://github.com/mindsdb/mindsdb):  The platform to create, serve, fine-tune AI models in real time from your database, vector store, and application data.
-* [LightWood](https://github.com/mindsdb/lightwood): An AutoML framework to build machine learning pipelines in a declarative way.
-* [MindsDB Type Infer](https://github.com/mindsdb/type_infer): A Python package to automatically infer data types in tabular data.
-
-## 🤝 Contribute
+<div align="center">
+  <a href="https://www.youtube.com/watch?v=QIdPpzcaxXg" target="_blank">
+    <img src="https://github.com/mindsdb/mindsdb/blob/main/assets/MindsDB-org-readme-diagram.jpg" alt="MindsDB Demo" width="80%">
+  </a>
+</div>
 
-We're an open-source-loving community, and contributions are always welcome! Whether it's by fixing bugs, enhancing documentation, proposing new features, or spreading the word, every contribution counts.
+## Getting started
+New here? Start with **[mindsdb](https://github.com/mindsdb/mindsdb)**.  
+Want a working demo? See the **[quickstart guide](https://docs.mindsdb.com/quickstart-tutorial?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo)**.
 
-🧑‍💻 See [CONTRIBUTING.md](https://github.com/mindsdb/mindsdb/blob/main/CONTRIBUTING.md) for guidelines.
+## Our repositories
 
-💚 Look for issues labeled [good first issue](https://github.com/mindsdb/mindsdb/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) or [help-wanted](https://github.com/mindsdb/mindsdb/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22) to start your journey.
+### Core
+🌟 **[MindsDB](https://github.com/mindsdb/mindsdb)**  
+Query engine for AI agents and LLMs, enabling them to answer questions directly from an organization’s data.
 
-
-## 💬 Community
+### Clients / SDKs
+- **[MindsDB Docker Extension](https://github.com/mindsdb/mindsdb-docker-extension)** — Use MindsDB inside Docker Desktop.
+- **[MindsDB JavaScript SDK](https://github.com/mindsdb/mindsdb-js-sdk)** — Official JavaScript SDK for MindsDB.
+- **[MindsDB Python SDK](https://github.com/mindsdb/mindsdb_python_sdk)** — Official Python SDK for MindsDB Server.
+- **[Minds Python SDK](https://github.com/mindsdb/minds_python_sdk)** — Official Python SDK for Minds.
+- **[Minds MCP](https://github.com/mindsdb/minds-mcp)** — MCP server for Minds.
 
-📢 Join our [Slack community](https://mindsdb.com/joincommunity).
+### Extensions & Utilities
+- **[AIPDF](https://github.com/mindsdb/aipdf)** — OCR PDFs using generative AI models.
 
-📰 Subscribe to our monthly [Developer Newsletter](https://mindsdb.com/newsletter/?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo).
 
+## Contributing
+We welcome contributions across the ecosystem: integrations, docs, bug reports, and improvements.  
+See contribution guidelines in the **[core repo](https://github.com/mindsdb/mindsdb/#-contribute)**.
 
-## 💌 Contact
+## Security
+If you find a security vulnerability, please don’t open a public issue.  
+Report it privately via our **[security policy](https://github.com/mindsdb/mindsdb/security)**.
 
-👋 For any information, please contact us at hello@mindsdb.com.
+## Support
+Need help or found a bug? Reach us via **[Community Slack](https://mindsdb.com/joincommunity)**.  
+For commercial support, **[contact us](https://mindsdb.com/contact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo)**.