figure-styling-skills-index

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Aesthetic guidelines and output-type recipes for scientific figure production. Supports lightweight default-agent use through SKILL.md + one outputType recipe, with optional venue-specific style guides when requested.

aristoteleo By aristoteleo schedule Updated 6/12/2026

id: figure_styling_skills_index name: Figure Styling Skills Index description: | Aesthetic guidelines and output-type recipes for scientific figure production. Supports lightweight default-agent use through SKILL.md + one outputType recipe, with optional venue-specific style guides when requested.

Figure Styling

General scientific figure styling skill for default agents and graph-generation tasks.

This skill has two layers:

  1. OutputType recipes — self-contained recipes for default-agent use (SKILL.md + one recipe file).
  2. Optional style guides — venue- or aesthetic-specific refinement, loaded only when requested.

Lightweight read rule: For normal use, read only this SKILL.md and one outputType recipe. Do not load styles/, quality/, input/, or triage/ unless explicitly needed.


Route by outputType

outputType Read Rendering mode Use for
figure figure.md code-first paper figures, data plots, multi-panel figures
poster poster.md mixed academic posters
graphical-abstract graphical-abstract.md AI-first graphical abstracts, TOC figures
presentation presentation.md mixed slide visuals
flowchart flowchart.md AI-first workflow diagrams, process diagrams

Optional style guides

Read these only when the user explicitly requests a venue/style or a style_id is provided. If a listed file is not present, continue with the outputType recipe and report the missing file.

style_id File Use for
neurips_diagram styles/neurips_diagram.md ML methodology diagrams (NeurIPS / ICML / ICLR / CVPR)
neurips_plot styles/neurips_plot.md ML/statistical plots (NeurIPS / ICML / ICLR / CVPR)
nature_figure styles/nature_figure.md Nature / Cell / Science-style scientific figures
ieee_figure styles/ieee_figure.md IEEE journal / conference figures
color_palettes styles/color_palettes.md Colorblind-safe palette reference (Paul Tol)

Scientific visual language

Use concrete visual schemas instead of generic scientific prompts.

Prefer:

  • Flat vector scientific illustration
  • Clean white or very light background
  • Short accurate labels
  • Explicit entities and connections
  • Editable-looking vector composition
  • Journal-grade readability
  • Clear module hierarchy
  • Restrained scientific palette

Avoid:

  • Generic AI art
  • Decorative 3D or photorealistic glow
  • Fake charts, fake axes, fake data in AI diagrams
  • Dense tiny text or unreadable legends
  • Abstract boxes without scientific meaning
  • Childish cartoon style
  • Heavy shadows or decorative gradients

Domain adaptation rule

Do not assume a fixed scientific domain.

When the user provides a domain, instantiate the visual schema with that domain's concrete entities, structures, labels, and relationships.

Examples (not defaults):

  • 3D genomics: TAD, chromatin loop, boundary insulation, enhancer, promoter, CTCF/cohesin, Hi-C contact map, genome-browser tracks
  • Cell biology: nucleus, mitochondria, ER, Golgi, membrane receptors, signaling pathway
  • Immunology: T cell, antigen-presenting cell, receptor, cytokine, immune synapse
  • Neuroscience: neuron, synapse, axon, dendrite, action potential
  • ML/systems: encoder, decoder, attention, pipeline stage, data flow

These are domain instantiation examples, not default assumptions.

Custom styles

Additional .md style files may be added to styles/ following the existing file structure. Use the matching style_id when requesting a venue or aesthetic style.

Install via CLI
npx skills add https://github.com/aristoteleo/PantheonOS --skill figure-styling-skills-index
Repository Details
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article Path SKILL.md
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