Update index.mdx

docs/features/index.mdx

@@ -37,11 +37,11 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 📄 **Advanced Document Extraction with Multiple Engines**: Extract text and data from various document formats including PDFs, Word documents, Excel spreadsheets, PowerPoint presentations, and more using your choice of extraction engines: Apache Tika, Docling, Azure Document Intelligence, Mistral OCR, or external custom (self-built) content extraction engines/document loaders. Advanced document processing capabilities enable seamless integration with your knowledge base, preserving structure and formatting while supporting OCR for scanned documents and images. [Read about Document Extraction](/features/rag/document-extraction).
 
-- 🔍 **Web Search for RAG with 15+ Providers**: Perform web searches using 15+ providers including SearXNG, Google PSE, Brave Search, Kagi, Mojeek, Bocha, Tavily, Perplexity (AI models and Search API), serpstack, serper, Serply, DuckDuckGo, SearchAPI, SerpApi, Bing, Jina, Exa, Sougou, Azure AI Search, and Ollama Cloud, injecting results directly into your local Retrieval Augmented Generation (RAG) experience. [Explore Web Search Providers](/category/web-search).
+- 🔍 **Web Search for RAG with 15+ Providers**: Perform web searches using 15+ providers including SearXNG, Google PSE, Brave Search, Kagi, Mojeek, Bocha, Tavily, Perplexity (AI models and Search API), serpstack, serper, Serply, DuckDuckGo, SearchAPI, SerpApi, Bing, Jina, Exa, Sougou, Azure AI Search, and Ollama Cloud, injecting results directly into your local Retrieval Augmented Generation (RAG) experience. [Explore Web Search Providers](/features/web-search).
 
 - 🌐 **Web Browsing Capabilities**: Integrate websites seamlessly into your chat experience by using the `#` command followed by a URL. This feature enables the incorporation of web content directly into your conversations, thereby enhancing the richness and depth of your interactions.
 
-- 🎨 **Image Generation & Editing Integration**: Seamlessly create and edit images using multiple engines including OpenAI's DALL-E (generation and editing), Gemini (generation and editing), ComfyUI (local, generation and editing), and AUTOMATIC1111 (local, generation). Support for both text-to-image generation and prompt-based image editing workflows with dynamic visual content. [Learn more about Image Gen](/category/image-generation-and-editing).
+- 🎨 **Image Generation & Editing Integration**: Seamlessly create and edit images using multiple engines including OpenAI's DALL-E (generation and editing), Gemini (generation and editing), ComfyUI (local, generation and editing), and AUTOMATIC1111 (local, generation). Support for both text-to-image generation and prompt-based image editing workflows with dynamic visual content. [Learn more about Image Gen](/features/image-generation-and-editing).
 
 - ⚙️ **Concurrent Model Utilization**: Effortlessly engage with multiple models simultaneously, harnessing their unique strengths for optimal responses. Leverage a diverse set of model modalities in parallel to enhance your experience.
 
@@ -118,7 +118,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 🖼️ **Custom Background Support**: Set a custom background from Settings > Interface to personalize your experience.
 
-- 📝 **Rich Banners with Markdown**: Create visually engaging announcements with markdown support in banners, enabling richer and more dynamic content. [See Banners Documentation](/features/interface/banners).
+- 📝 **Rich Banners with Markdown**: Create visually engaging announcements with markdown support in banners, enabling richer and more dynamic content. [See Banners Documentation](/category/interface/banners).
 
 - 💻 **Code Syntax Highlighting**: Our syntax highlighting feature enhances code readability, providing a clear and concise view of your code.
 
@@ -164,7 +164,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 🔔 **Chat Completion Notifications**: Stay updated with instant in-UI notifications when a chat finishes in a non-active tab, ensuring you never miss a completed response.
 
-- 🌐 **Notification Webhook Integration**: Receive timely updates for long-running chats or external integration needs with configurable webhook notifications, even when your tab is closed. [Learn more about Webhooks](/features/interface/webhooks).
+- 🌐 **Notification Webhook Integration**: Receive timely updates for long-running chats or external integration needs with configurable webhook notifications, even when your tab is closed. [Learn more about Webhooks](/category/interface/webhooks).
 
 - 📚 **Channels (Beta)**: Explore real-time collaboration between users and AIs with Discord/Slack-style chat rooms, build bots for channels, and unlock asynchronous communication for proactive multi-agent workflows. [See Channels](/features/channels).
 
@@ -323,7 +323,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 ### 🎙️ Audio, Voice, & Accessibility
 
-- 🗣️ **Voice Input Support with Multiple Providers**: Engage with your model through voice interactions using multiple Speech-to-Text providers: Local Whisper (default, with VAD filtering), OpenAI-compatible endpoints, Deepgram, and Azure Speech Services. Enjoy the convenience of talking to your model directly with automatic voice input after 3 seconds of silence for a streamlined experience. [Explore Audio Features](/category/audio).
+- 🗣️ **Voice Input Support with Multiple Providers**: Engage with your model through voice interactions using multiple Speech-to-Text providers: Local Whisper (default, with VAD filtering), OpenAI-compatible endpoints, Deepgram, and Azure Speech Services. Enjoy the convenience of talking to your model directly with automatic voice input after 3 seconds of silence for a streamlined experience. [Explore Audio Features](/features/audio).
   - Microphone access requires manually setting up a secure connection over HTTPS to work, or [manually whitelisting your URL at your own risk](https://docs.openwebui.com/troubleshooting/microphone-error).
 
 - 😊 **Emoji Call**: Toggle this feature on from the `Settings` > `Interface` menu, allowing LLMs to express emotions using emojis during voice calls for a more dynamic interaction.
@@ -428,7 +428,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 🔒 **Prevent Chat Deletion**: Ability for admins to toggle a setting that prevents all users from deleting their chat messages, ensuring that all chat messages are retained for audit or compliance purposes.
 
-- 🔗 **Webhook Integration**: Subscribe to new user sign-up events via webhook (compatible with `Discord`, `Google Chat`, `Slack` and `Microsoft Teams`), providing real-time notifications and automation capabilities. [See Webhook Guide](/features/interface/webhooks).
+- 🔗 **Webhook Integration**: Subscribe to new user sign-up events via webhook (compatible with `Discord`, `Google Chat`, `Slack` and `Microsoft Teams`), providing real-time notifications and automation capabilities. [See Webhook Guide](/category/interface/webhooks).
 
 - 📣 **Configurable Notification Banners**: Admins can create customizable banners with persistence in config.json, featuring options for content, background color (`info`, `warning`, `error`, or `success`), and dismissibility. Banners are accessible only to logged-in users, ensuring the confidentiality of sensitive information.