Bizard Skills

AI-Ready Visualization Skills for Biomedical Research

Author

Bizard Team

Published

2026-03-20

Modified

2026-03-20

What are Bizard Skills? 🧠

Bizard Skills convert every tutorial in this atlas into a compact, structured AI skill document β€” a plain-text summary of what a chart is, when to use it, what R packages it needs, and the minimal reproducible code to produce it. Skills can be:

  • Copied directly into AI assistant context windows (ChatGPT, Copilot, Claude, etc.)
  • Used by local LLM tools like LM Studio or Ollama
  • Downloaded as a ZIP for offline use in custom AI pipelines
  • Referenced by automated bioinformatics workflows
Tip

How to use a skill: Click any card below to view the skill document, then copy its content into your AI assistant prompt. For example: β€œUse the following skill to help me create a violin plot comparing gene expression between tumor and normal samples.”

Browse Skills by Category

Use the search box or click a category to filter skills.

Download All Skills

Note

Use the script at .github/scripts/generate_skills.py to regenerate skill documents from all QMD tutorials automatically. Run:

python .github/scripts/generate_skills.py --output skills/

The auto-generated skill files follow this naming convention: <TutorialName>_skill.md

Each skill document contains: - Chart name and category - When to use β€” a concise decision guide
- Key R packages required - Minimal reproducible R code to produce the chart - Link back to the full tutorial