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- Updates create_chart logic to automatically remove x_axis from groupby for ECharts timeseries charts, preventing duplicate dimension usage. - Updates and expands unit test to verify x_axis is excluded from groupby, using improved test mocks for accurate backend simulation. - Updates documentation (README.md, README_ARCHITECTURE.md, README_PHASE1_STATUS.md, README_SCHEMAS.md) to clarify create_chart tool behavior and schema, including new groupby/x_axis handling. - No breaking changes to tool signatures; behavior is now more robust and LLM-friendly.