GitHub user dosubot[bot] added a comment to the discussion: Is it possible to 
add a AI chatbot window to superset home page?

<!-- Answer -->
Yes, this is definitely possible! Superset has an **Extensions Registry 
System** that provides specific extension points on the home page where you can 
inject custom React components — including a chatbot widget.

**Home page extension points** you can use 
[[1]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset-frontend/src/pages/Home/index.tsx#L179-L184):

- `'welcome.banner'` — top of the home page (great for a chatbot toggle/banner)
- `'welcome.message'` — message area on the home page
- `'navbar.right'` — right side of the navbar (common spot for chat widgets)

**How to do it:**

Override the `setupExtensions()` function in your Superset frontend deployment 
[[2]](https://github.com/apache/superset/blob/829e4d92d91ceae4b43b1ed3b063ffe45377799c/superset-frontend/src/setup/setupExtensions.ts):

```typescript
import { getExtensionsRegistry } from '@superset-ui/core';
import ChatbotWidget from './components/ChatbotWidget';

export default function setupExtensions() {
  const extensionsRegistry = getExtensionsRegistry();
  extensionsRegistry.set('welcome.banner', ChatbotWidget);
}
```

Then build your `ChatbotWidget` as a React component that communicates with 
your AI backend (e.g., a service powered by SupersetMCP).

**Regarding SupersetMCP:** There's active work on 
[SIP-187](https://github.com/apache/superset/issues/35498) which proposes a 
standalone FastMCP service that exposes Superset functionality (chart 
generation, SQL execution, dashboard creation, etc.) to AI agents. This would 
serve as the backend for your chatbot — your frontend widget would send user 
messages to your AI agent, which then uses MCP tools to interact with 
Superset's APIs.

**Architecture would look like:**

1. **Frontend**: Custom React chatbot widget registered via the Extensions 
Registry
2. **Backend**: Your AI agent (e.g., LangChain, CrewAI, etc.) connected to 
SupersetMCP
3. **Communication**: The chatbot widget calls your agent's API, which uses MCP 
tools to query data, create charts, etc., and returns results to the UI

This approach keeps the AI layer decoupled from Superset core while giving 
users an integrated chatbot experience on the home page.


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GitHub link: 
https://github.com/apache/superset/discussions/40362#discussioncomment-17156883

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