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Plotly dashboard skill

Skill BioTender-max/awesome-bio-agent-skills/skills/omics/plotly-dashboard-skill

Build production-ready Plotly Dash dashboards with consistent theming, clear layouts, and performant callbacks.From its SKILL.md

Install
npx -y skills add BioTender-max/awesome-bio-agent-skills --skill plotly-dashboard-skill

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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SKILL.md

1.5 KB, 318 tokens by cl100k_base, as published. Nobody here has run it

Plotly Dashboard Skill

Create interactive dashboards with a single source of truth for UI and figure styling.

Instructions

  1. Capture audience, questions, and data constraints.
  2. Pick a layout pattern and component library.
  3. Define a theme and Plotly figure template.
  4. Build the layout skeleton before callbacks.
  5. Implement callbacks with clear inputs/outputs.
  6. Optimize slow callbacks with caching or pre-aggregation.

Quick Reference

TaskAction
UI style guideSee STYLE_GUIDE.md
Figure templateSee FIGURE_STYLE.md
PalettesSee PALETTES.md
App architectureSee DASH_ARCHITECTURE.md
PerformanceSee PERFORMANCE.md

Input Requirements

  • Audience and key decisions
  • Data sources and update cadence
  • Required filters and views
  • Deployment constraints

Output

  • Dash app scaffold (layout + callbacks)
  • Consistent theming and figure templates
  • README with usage notes

Quality Gates

  • Layout communicates hierarchy and intent
  • Callbacks are small and focused
  • p95 interaction latency acceptable
  • Styling is consistent across charts

Examples

Example 1: Layout-first workflow

Header + filters + KPI row + primary trends + breakdown table

Troubleshooting

Issue: Slow callbacks Solution: Cache expensive steps or pre-aggregate data.

What ships with it: 7 files

16.5 KB alongside SKILL.md

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