figure-review
FeaturedAudit a scientific figure for publication-readiness: colormaps, uncertainty, axis labels, caption completeness, and claim support. Panel-aware — judges one panel of a composite against what its shared caption and sibling panels supply, and raises a likely-deliberate choice as `by-design?` instead of a defect. Use this whenever the user shares or references a figure, plot, panel, or colorbar for a paper, report, or brief and wants it checked, reviewed, or made publication-ready — even if they just say "does this figure work?" or "review my plot." Emits a per-criterion report and archives it to .ai/reviews/; never silently rewrites plotting code.
Install
Quality Score: 88/100
Skill Content
Details
- Author
- dgilford
- Repository
- dgilford/ai-science-toolkit
- Created
- 4 months ago
- Last Updated
- 1 weeks ago
- Language
- Shell
- License
- MIT
Similar Skills
Semantically similar based on skill content — not just same category
figure-critic
Critique astronomy figures for clarity, accessibility, correctness, and publication readiness.
figure-table-audit
End-stage QA on a finished figure and table set — an inventory with in-text callouts and producing scripts, cross-reference and numbering checks, text-to-evidence consistency between claims and plotted or tabulated values, captions and statistical notes that stand alone, accessibility and production quality, and SI and replication-package linkage. Marks anything requiring values read off an image as needing author verification rather than inventing them. Use when the user is preparing a submission and asks to check figures, tables, captions, cross-references, or table notes, or asks whether the numbers in the text match the exhibits. Design guidance during drafting lives in figures and tables.
figure-rhetoric
Evaluate whether figures and plots in a manuscript effectively communicate the claims they support. Audits chart-type fit, axis design, visual hierarchy, data density, caption interpretation, perceptual accuracy, and narrative arc across 8 dimensions. Triggers on: "do my figures work", "check my plots", "are my graphs clear", "figure audit", "do my figures support my claims", "visualization review", "figure rhetoric", "plot review", "chart critique", "visual argument check". Companion to manuscript-review §12 (legibility) and figure-table-quality (rendering).