figure-rhetoric

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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).

AI & Automation 313 stars 46 forks Updated 4 days ago MIT

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Skill Content

# Figure Rhetoric Audit **Pipeline position:** Phase 1b (content audit). Runs in parallel with manuscript-review. Requires compiled PDF. No prior dependencies. See `/manuscript-pipeline` for full execution order. ## Purpose Evaluate every figure in a manuscript as a *rhetorical act* — a visual argument that must land with the reader. Each figure exists to communicate a specific claim. This skill audits whether the figure actually achieves that communication, or whether it undermines, obscures, or contradicts the author's intent. A figure that is technically correct but rhetorically ineffective is a wasted opportunity. Reviewers form judgments from figures before reading the methodology. A figure that fails to show what the text claims creates doubt even when the underlying data supports the claim. ## Relationship to Other Skills | Concern | This skill (figure-rhetoric) | manuscript-review | manuscript-typography | |---------|------------------------------|-------------------|-----------------------| | Chart type selection | Is this the right chart for this claim? | N/A | N/A | | Visual emphasis | Does the figure draw attention to the right thing? | N/A | N/A | | Prose-figure alignment | Does a reader SEE what the text SAYS? | Does the text match the figure? (§24) | N/A | | Data selection | Should different data be plotted? | N/A | N/A | | Axis design | Do axes help or hide the story? | Axis labels present? (§12) | Font consistency | | Figure ...

Details

Author
Mathews-Tom
Repository
Mathews-Tom/armory
Created
5 months ago
Last Updated
4 days ago
Language
Python
License
MIT

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