I3eka opened a new pull request, #43130:
URL: https://github.com/apache/superset/pull/43130

   # fix(mcp): accept common chart input variants
   
   ### SUMMARY
   
   Accept `column` as a column-reference alias and support `IS NULL`/`IS NOT 
NULL` filters without comparator values while preserving value validation for 
other operators.
   
   Base: `apache/superset:master` at `e2bb33b1da17c16a51e54d84bcf496516d67a713`.
   
   ### BEFORE/AFTER SCREENSHOTS OR ANIMATED GIF
   
   Not applicable; backend behavior only.
   
   ### TESTING INSTRUCTIONS
   
   `pytest -q tests/unit_tests/mcp_service/chart/test_chart_utils.py 
tests/unit_tests/mcp_service/chart/tool/test_generate_chart.py`
   
   Result: 182 passed.
   
   The changed files also pass the repository pre-commit hooks.
   
   ### 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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