aminghadersohi opened a new pull request, #38585:
URL: https://github.com/apache/superset/pull/38585

   ### SUMMARY
   
   Iterates on MCP documentation based on [PR 
#38415](https://github.com/apache/superset/pull/38415) review feedback:
   
   1. **Moved** `mcp-server.md` (deployment & authentication guide) from 
`developer_docs/extensions/` to `admin_docs/configuration/` — this is 
operational content aimed at admins, not developer/extension content
   2. **Created** a new user-facing docs page: **"Using AI with Superset"** 
(`docs/using-superset/using-ai-with-superset.mdx`) — task-oriented guide 
explaining what AI can do with Superset and how to connect clients (inspired by 
[Metabase AI docs](https://www.metabase.com/docs/latest/ai/metabot))
   3. **Updated** cross-references between the three MCP docs pages (user 
guide, admin guide, developer guide)
   4. **Removed** `mcp-server` entry from developer sidebars
   
   The admin sidebar auto-discovers docs from `configuration/` dirName, and the 
user sidebar auto-discovers from `using-superset/` dirName, so no sidebar 
config changes needed for either.
   
   ### BEFORE/AFTER SCREENSHOTS OR ANIMATED GIF
   
   N/A — docs-only changes
   
   ### TESTING INSTRUCTIONS
   
   1. Build docs: `cd docs && npm run build`
   2. Verify the admin sidebar shows "MCP Server Deployment & Authentication" 
under Configuration
   3. Verify the user sidebar shows "Using AI with Superset" under Using 
Superset
   4. Check cross-links resolve between the three MCP docs pages:
      - User guide → admin guide link
      - Admin guide → user guide link
      - Admin guide → developer extensions links
   
   ### ADDITIONAL INFORMATION
   - [ ] Has associated issue:
   - [ ] Required feature flags:
   - [ ] Changes UI
   - [ ] Includes DB Migration (follow approval process in 
[SIP-59](https://github.com/apache/superset/issues/13351))
     - [ ] Migration is atomic, supports rollback & is backwards-compatible
     - [ ] Confirm DB migration upgrade and downgrade tested
     - [ ] Runtime estimates and downtime expectations provided
   - [ ] Introduces new feature or API
   - [ ] Removes existing feature or API


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