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@ -18,7 +18,7 @@
<h4 align="center"> <h4 align="center">
<a href="https://vectify.ai">🏠 Homepage</a>&nbsp; • &nbsp; <a href="https://vectify.ai">🏠 Homepage</a>&nbsp; • &nbsp;
<a href="https://chat.pageindex.ai">🖥️ Chat Platform</a>&nbsp; • &nbsp; <a href="https://chat.pageindex.ai">🖥️ Chat Platform</a>&nbsp; • &nbsp;
<a href="https://pageindex.ai/mcp">🔌 MCP</a>&nbsp; • &nbsp; <a href="https://pageindex.ai/developer">🔌 MCP</a>&nbsp; • &nbsp;
<a href="https://docs.pageindex.ai">📚 Docs</a>&nbsp; • &nbsp; <a href="https://docs.pageindex.ai">📚 Docs</a>&nbsp; • &nbsp;
<a href="https://discord.com/invite/VuXuf29EUj">💬 Discord</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; <a href="https://ii2abc2jejf.typeform.com/to/tK3AXl8T">✉️ Contact</a>&nbsp;
@ -31,7 +31,7 @@
<summary><h2>📢 Updates</h2></summary> <summary><h2>📢 Updates</h2></summary>
- 🔥 [**Agentic Vectorless RAG**](https://github.com/VectifyAI/PageIndex/blob/main/examples/agentic_vectorless_rag_demo.py): A simple *agentic, vectorless RAG* [example](https://github.com/VectifyAI/PageIndex/blob/main/examples/agentic_vectorless_rag_demo.py) with self-hosted PageIndex, using OpenAI Agents SDK. - 🔥 [**Agentic Vectorless RAG**](https://github.com/VectifyAI/PageIndex/blob/main/examples/agentic_vectorless_rag_demo.py): A simple *agentic, vectorless RAG* [example](https://github.com/VectifyAI/PageIndex/blob/main/examples/agentic_vectorless_rag_demo.py) with self-hosted PageIndex, using OpenAI Agents SDK.
- [PageIndex Chat](https://chat.pageindex.ai): A Human-like document analysis agent [platform](https://chat.pageindex.ai) for professional long documents. Also available via [MCP](https://pageindex.ai/mcp) or [API](https://docs.pageindex.ai/quickstart). - [PageIndex Chat](https://chat.pageindex.ai): A Human-like document analysis agent [platform](https://chat.pageindex.ai) for professional long documents. Also available via [MCP](https://pageindex.ai/developer) or [API](https://pageindex.ai/developer).
- [PageIndex Framework](https://pageindex.ai/blog/pageindex-intro): The PageIndex framework — an *agentic, in-context tree index* that enables LLMs to perform *reasoning-based, human-like retrieval* over long documents. - [PageIndex Framework](https://pageindex.ai/blog/pageindex-intro): The PageIndex framework — an *agentic, in-context tree index* that enables LLMs to perform *reasoning-based, human-like retrieval* over long documents.
<!-- **🧪 Cookbooks:** <!-- **🧪 Cookbooks:**
@ -72,11 +72,11 @@ PageIndex powers a reasoning-based RAG system that achieved **state-of-the-art**
To learn more, please see a detailed introduction of the [PageIndex framework](https://pageindex.ai/blog/pageindex-intro). Check out this GitHub repo for open-source code, and the [cookbooks](https://docs.pageindex.ai/cookbook), [tutorials](https://docs.pageindex.ai/tutorials), and [blog](https://pageindex.ai/blog) for additional usage guides and examples. To learn more, please see a detailed introduction of the [PageIndex framework](https://pageindex.ai/blog/pageindex-intro). Check out this GitHub repo for open-source code, and the [cookbooks](https://docs.pageindex.ai/cookbook), [tutorials](https://docs.pageindex.ai/tutorials), and [blog](https://pageindex.ai/blog) for additional usage guides and examples.
The PageIndex service is available as a ChatGPT-style [chat platform](https://chat.pageindex.ai), or can be integrated via [MCP](https://pageindex.ai/mcp) or [API](https://docs.pageindex.ai/quickstart). The PageIndex service is available as a ChatGPT-style [chat platform](https://chat.pageindex.ai), or can be integrated via [MCP](https://pageindex.ai/developer) or [API](https://pageindex.ai/developer).
### 🛠️ Deployment Options ### 🛠️ Deployment Options
- Self-host — run locally with this open-source repo. - Self-host — run locally with this open-source repo.
- Cloud Service — try instantly with our [Chat Platform](https://chat.pageindex.ai/), or integrate with [MCP](https://pageindex.ai/mcp) or [API](https://docs.pageindex.ai/quickstart). - Cloud Service — try instantly with our [Chat Platform](https://chat.pageindex.ai/), or integrate via [MCP](https://pageindex.ai/developer) or [API](https://pageindex.ai/developer).
- _Enterprise_ — private or on-prem deployment. [Contact us](https://ii2abc2jejf.typeform.com/to/tK3AXl8T) or [book a demo](https://calendly.com/pageindex/meet) for more details. - _Enterprise_ — private or on-prem deployment. [Contact us](https://ii2abc2jejf.typeform.com/to/tK3AXl8T) or [book a demo](https://calendly.com/pageindex/meet) for more details.
### 🧪 Quick Hands-on ### 🧪 Quick Hands-on
@ -135,7 +135,7 @@ Below is an example PageIndex tree structure. Also see more example [documents](
... ...
``` ```
You can generate the PageIndex tree structure with this open-source repo, or use our [API](https://docs.pageindex.ai/quickstart). You can generate the PageIndex tree structure with this open-source repo, or use our [API](https://pageindex.ai/developer).
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@ -241,7 +241,7 @@ Explore the full [benchmark results](https://github.com/VectifyAI/Mafin2.5-Finan
* 🧪 [Cookbooks](https://docs.pageindex.ai/cookbook/vectorless-rag-pageindex): hands-on, runnable examples and advanced use cases. * 🧪 [Cookbooks](https://docs.pageindex.ai/cookbook/vectorless-rag-pageindex): hands-on, runnable examples and advanced use cases.
* 📖 [Tutorials](https://docs.pageindex.ai/doc-search): practical guides and strategies, including *Document Search* and *Tree Search*. * 📖 [Tutorials](https://docs.pageindex.ai/doc-search): practical guides and strategies, including *Document Search* and *Tree Search*.
* 📝 [Blog](https://pageindex.ai/blog): technical articles, research insights, and product updates. * 📝 [Blog](https://pageindex.ai/blog): technical articles, research insights, and product updates.
* 🔌 [MCP setup](https://pageindex.ai/mcp#quick-setup) & [API docs](https://docs.pageindex.ai/quickstart): integration details and configuration options. * 🔧 [Developer](https://pageindex.ai/developer): MCP setup, API docs, and integration guides.
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