| name | plotly-visualization-quality |
| description | Improve chart correctness and rendering performance |
Skill: Plotly Visualization Quality
Use for visualization/ chart updates and plot performance tuning.
Objectives
- Preserve metric correctness.
- Improve chart render responsiveness.
- Keep visualization concerns isolated from data fetching logic.
Workflow
- Identify chart inputs and expected metrics.
- Apply targeted chart logic changes in
visualization/ only.
- Validate axis/series labels and data correctness.
- Report performance implications and validation outcomes.
Guardrails
- Do not move business calculations into callbacks or UI layers.
- Keep chart updates deterministic and testable.
- Avoid adding hard-coded customer-specific labels/data.