aminghadersohi opened a new pull request, #35160:
URL: https://github.com/apache/superset/pull/35160

   ### SUMMARY
   <!--- Describe the change below, including rationale and design decisions -->
   
   This PR introduces the basic scaffold for the Superset MCP (Model Context 
Protocol) service, enabling AI agents to interact programmatically with Apache 
Superset.
   
   **Rationale:**
   Breaking this into smaller PRs makes it easier for reviewers to evaluate the 
changes incrementally rather than reviewing a large implementation all at once.
   
   **What's Included:**
   - CLI commands: `superset mcp run` and `superset mcp setup`
   - Basic FastMCP server using HTTP transport
   - Flask integration for Superset context
   - Configuration setup script
   - Development environment support
   
   ### BEFORE/AFTER SCREENSHOTS OR ANIMATED GIF
   <!--- Skip this if not applicable -->
   
   N/A - This PR adds backend service scaffolding only, no UI changes.
   
   ### TESTING INSTRUCTIONS
   <!--- Required! What steps can be taken to manually verify the changes? -->
   
   1. **Verify the MCP service can be imported without errors:**
      ```bash
      python -c "import superset.mcp_service; print('✅ MCP service imports 
successfully')"
      ```
      Expected output: `✅ MCP service imports successfully`
   
   2. **Test the CLI commands are available:**
      ```bash
      superset --help | grep mcp
      ```
      Expected output: Shows `mcp` command group
   
   3. **Run the setup command:**
      ```bash
      superset mcp setup
      ```
      Expected: Creates/updates `superset_config.py` with MCP settings
   
   4. **Test the MCP server startup (optional):**
      ```bash
      # Note: This requires superset to be running and fastmcp installed
      superset mcp run --help
      ```
      Expected: Shows help for MCP server options
   
   5. **Verify no impact on existing Superset:**
      ```bash
      # Start Superset normally
      superset run -p 8088 --with-threads --reload
      # Navigate to http://localhost:8088
      # Verify all existing functionality works as expected
      ```
   
   6. **Run pre-commit checks:**
      ```bash
      pre-commit run --all-files
      ```
      All checks should pass (mypy, ruff, pylint)
   
   7. **Test Node.js proxy (if Node.js available):**
      ```bash
      cd superset/mcp_service
      node index.js --help
      ```
      Expected: Shows Node.js MCP proxy options
   
   ### ADDITIONAL INFORMATION
   <!--- Check any relevant boxes with "x" -->
   <!--- HINT: Include "Fixes #nnn" if you are fixing an existing issue -->
   - [ ] 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
   - [x] Introduces new feature or API
   - [ ] Removes existing feature or API
   
   **Notes:**
   - Foundational scaffold with minimal functionality, completely isolated from 
existing code
   - Requires `fastmcp` library (added to `requirements/development.in`)
   - Zero risk - no impact on existing Superset functionality


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