aminghadersohi opened a new pull request, #38531:
URL: https://github.com/apache/superset/pull/38531

   ### SUMMARY
   
   When an LLM uses the `get_chart_data` MCP tool to fetch data for charts on a 
dashboard, the data comes back **unfiltered** — it ignores the dashboard's 
native filters (including defaults). The frontend normally merges 
`extra_form_data` (containing native filter values) into each chart's 
`form_data` before querying, but MCP skips this step entirely.
   
   This PR adds an `extra_form_data` parameter to `GetChartDataRequest` so MCP 
callers (chatbots, LLM agents) can pass dashboard-level filters when querying 
chart data. The implementation reuses the existing `merge_extra_filters()` / 
`merge_extra_form_data()` pipeline from `superset/utils/core.py`, injecting 
filters in all three query-building paths:
   
   1. **Cached form_data path** — when using `form_data_key` for unsaved chart 
state
   2. **Fallback form_data path** — when chart has no saved `query_context`
   3. **Saved query_context path** — the most common path for saved charts
   
   **Files changed:**
   - `superset/mcp_service/chart/schemas.py` — added `extra_form_data` field to 
`GetChartDataRequest`
   - `superset/mcp_service/chart/tool/get_chart_data.py` — added 
`_apply_extra_form_data` helper and called it in all 3 query paths
   
   ### BEFORE/AFTER SCREENSHOTS OR ANIMATED GIF
   N/A — backend-only change, no UI impact.
   
   ### TESTING INSTRUCTIONS
   1. Run existing MCP unit tests: `pytest tests/unit_tests/mcp_service/ -v` 
(717 tests pass)
   2. Use the `get_chart_data` tool **without** `extra_form_data` — behavior 
should be unchanged
   3. Use the `get_chart_data` tool **with** `extra_form_data` containing 
filter values, e.g.:
      ```json
      {
        "identifier": 123,
        "extra_form_data": {
          "filters": [{"col": "country", "op": "IN", "val": ["US"]}]
        }
      }
      ```
      Verify that the returned data is filtered by the provided filter values.
   
   ### 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
   - [x] Introduces new feature or API
   - [ ] Removes existing feature or API


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