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Skills · SkillData & AIResearch & AnalysisData analysis & BIPapers & literatureReviewedWrites files

scientific-visualization

Creates and audits accurate, accessible, publication-ready figures with Matplotlib, Seaborn or Plotly: multi-panel layouts, uncertainty displays, color review and journal export.

View on GitHub
Kind
Skill
Works with
Claude Code, Codex, Cursor, Gemini / Antigravity
Source
Scientific Agent Skills (K-Dense) @ 5f2bc0341354
Path
skills/scientific-visualization/SKILL.md
Jobs
Implementation, Review
Topics
Data analysis & BI, Papers & literature

Credit

Made by
K-Dense-AI
Original
github.com/K-Dense-AI/scientific-agent-skills/blob/5f2bc03413…
License
MIT

Listed by Skill Manifest; not made by us.

InstallInstall it by hand, following the source.
gh skill install K-Dense-AI/scientific-agent-skills scientific-visualization
Install factsScanned 2 Nov 2026
Adds
  • .claude/skills/scientific-visualization/ (the skill folder)
  • 10 file(s) the skill refers to
Runs scripts
Yes
  • your_figure.py
  • scripts/image_metadata.py
  • scripts/palette_audit.py
  • scripts/export_plan.py
Uses the network
Yes
  • downloads Python packages
Needs secrets
None found
Source revision
5f2bc0341354
Licence
MIT
Last activity
26 Oct 2026
Review
Reviewed

Found by a static scan of the stored text; nothing is run. “None found” is not a guarantee, so read what you install before you run it.

  • Only the main file is read; other files in the folder are not scanned
# Scientific Visualization

Build figures that preserve scientific meaning before optimizing appearance. Separate universal principles from dated publisher rules, preserve raw data and transformations, use color redundantly, and inspect delivered files rather than trusting plotting defaults.

## Non-negotiable guardrails

- Never alter, hide, invent, or selectively enhance data to improve a figure.
- Preserve raw tables/images, exclusions, missing-value codes, analysis code, normalization, binning, image adjustments, and random seeds.
- Do not infer journal requirements. Identify the exact journal, article type, figure type, and submission phase; verify its live official guidance.
- Do not claim that a palette, DPI value, format, or automated report makes a figure accessible or journal-compliant.
- Do not silently connect missing observations, suppress inconvenient points, upsample images as if detail increased, or tune axes/dual axes to exaggerate a conclusion.
- Keep interactive and static outputs as distinct deliverables. Interactive hover is not a substitute for labels, alt text, keyboard access, an accessible data table, or a static fallback.
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