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figure-designer

Advises on the design of the three core figures in a technical paper: the Motivated Example (Figure 1), the Solution Overview (Methodology), and the Experimental Results figures. Recommends the right design paradigm, layout, labelling, and tool for each figure type, then runs a quality-control audit. Use when the user asks to 'design a figure', 'draw Figure 1', 'plot experiment results', 'choose the right chart type', 'which figure tool to use', or 'figure looks unprofessional'.

75

Quality

94%

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SKILL.md
Quality
Evals
Security

Quality

Content

85%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-organized instruction-only skill: clear sequenced workflow with validation gates, concrete tool/rule guidance, and clean one-level-deep progressive disclosure into real reference files. Slight verbosity in the motivational prose is the only meaningful weakness.

Suggestions

Trim the Overview's venue/reviewer narrative to one or two lines; the skill's value is self-evident from the procedure that follows.

Inline a one-line paradigm pick per figure type in Step 2 (e.g. 'Motivated example: side-by-side comparison panel') so the body is actionable even before the user opens a reference.

Shorten the vision-inspection rationale in Step 1 to the directive ('load the image with the Read tool before Step 2; mark font/raster/colour rules as user-verify in text-only mode').

DimensionReasoningScore

Conciseness

Mostly efficient and assumes Claude's competence, but the Overview narrative ('A top-venue paper typically carries six to eight figures... Reviewers scan these three in under a minute') and the vision-inspection rationale in Step 1 are mild motivational padding that could be trimmed.

4 / 5

Actionability

Gives concrete, actionable guidance — named tools (PowerPoint, Figma, Matplotlib, Seaborn, TikZ, PGFPlots), specific rules (font >=8pt, PDF/EPS/SVG, ColorBrewer/Viridis), and a full output template — but the detailed paradigm selection is deferred to references rather than covered inline.

4 / 5

Workflow Clarity

A clear 8-step procedure with an explicit Integrity gate using [inspection]/[user-verify] tags and feedback loops ('If any [inspection] check fails, mark the design as needs user attention'), providing validation checkpoints for a multi-step process.

5 / 5

Progressive Disclosure

SKILL.md is a well-structured overview with clearly signaled one-level-deep references (motivated-example.md, solution-overview.md, experimental-results.md, tools.md, design-rules.md), all of which exist as real bundle files, keeping detail out of the main body.

5 / 5

Total

18

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: third-person voice, concrete capabilities, and a rich explicit 'Use when...' trigger list. It clearly states both what the skill does and when to invoke it, with minimal conflict risk.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Recommends the right design paradigm, layout, labelling, and tool for each figure type, then runs a quality-control audit' — giving comprehensive coverage of capabilities.

5 / 5

Completeness

Explicitly answers both 'what' (advises on design of the three core figures, recommends paradigm/layout/labelling/tool, runs QC audit) and 'when' via a concrete 'Use when...' clause with multiple trigger phrases.

5 / 5

Trigger Term Quality

Provides a broad set of natural phrases users would say — 'design a figure', 'draw Figure 1', 'plot experiment results', 'choose the right chart type', 'which figure tool to use', 'figure looks unprofessional' — with good synonym coverage.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche — the three core figures in a technical paper — with distinct, paper-figure-specific triggers that minimize overlap with generic plotting or paper-review skills.

5 / 5

Total

20

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
HKUSTDial/Supervisor-Skills
Reviewed

Table of Contents

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