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Get Started Free →Review chart choice, labeling, accessibility, and storytelling quality for existing visualizations. Use as an explicit/manual helper for critique and cleanup, not as the main owner for scientific figure production or general chart generation.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-02 | ✓→✓ | = Same ✓ | -47% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 49% | 0% |
| case-03 | ✓→✓ | = Same ✓ | -3% | 0% |
| case-04 | ✓→✓ | = Same ✓ | -15% | 0% |
Treat this skill as an explicit/manual review helper.
Use this skill when:
creating-data-visualizationsscientific-visualizationscientific-schematicscreating-data-visualizations for general chart productionscientific-visualization when the figure must meet publication standardsOther measured skills in the registry, with their headline benchmark lift.