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 <p align="center"><i>Reasoning-based RAG&nbsp; ✧ &nbsp;No Vector DB&nbsp; ✧ &nbsp;No Chunking&nbsp; ✧ &nbsp;Human-like Retrieval</i></p>
 
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   <a href="https://vectify.ai">🏠 Homepage</a>&nbsp; • &nbsp;
   <a href="https://dash.pageindex.ai">🖥️ Dashboard</a>&nbsp; • &nbsp;
   <a href="https://docs.pageindex.ai/quickstart">📚 Docs</a>&nbsp; • &nbsp;
   <a href="https://discord.com/invite/VuXuf29EUj">💬 Discord</a>&nbsp; • &nbsp;
   <a href="https://ii2abc2jejf.typeform.com/to/tK3AXl8T">✉️ Contact</a>&nbsp;
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 </div>
 
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-🚨 **New Release:** [PageIndex MCP](https://github.com/VectifyAI/pageindex-mcp)
+#### 🚨 **New Release:** [PageIndex MCP](https://github.com/VectifyAI/pageindex-mcp)
 
 Bring PageIndex into Claude, Cursor, and any MCP-enabled agent. Chat to long PDFs the human-like, reasoning-based way 📖