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paper-figure

Generate publication-quality figures and tables from experiment results. Use when user says "画图", "作图", "generate figures", "paper figures", or needs plots for a paper.

68

Quality

83%

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

81%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 highly actionable, well-sequenced workflow with strong validation and checklists for batch figure generation. Its main weakness is conciseness, due to duplicated figure-type guidance and Constants/style-script overlap.

Suggestions

Remove the trailing Figure Type Reference table or the Step 3 decision tree so the figure-type mapping appears once; cross-reference instead of duplicating.

Trim the Constants section to values not already encoded in paper_plot_style.py, or point to the script as the source of truth for styling.

Consider moving the detailed Step 8 checklist into a references/ file to shorten SKILL.md toward an overview while keeping the binding rules inline.

DimensionReasoningScore

Conciseness

Mostly efficient and action-oriented, but the Figure Type Reference table duplicates the Step 3 decision tree and the Constants section overlaps with the inline style script, so it could be tightened.

3 / 5

Actionability

Provides copy-paste-ready Python (style config, line/bar scripts), LaTeX table and include snippets, and a bash run loop covering the common figure cases.

5 / 5

Workflow Clarity

Eight steps are clearly sequenced with explicit render-then-verify validation, a Codex review feedback loop, and a partitioned correctness/guidance checklist for this batch operation.

5 / 5

Progressive Disclosure

Well-organized single file with clear section headers and no nested references; reference-like material (figure-type table, full checklist) is inline but coherent, with minor consolidation gaps.

4 / 5

Total

17

/

20

Passed

Description

86%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 that clearly answers both what and when with concrete, multilingual trigger phrases. Specificity is the only soft spot, as it lists just two actions rather than the full figure/table repertoire.

DimensionReasoningScore

Specificity

Names the domain (publication figures/tables from experiment results) with two concrete actions, but does not enumerate the range of figure types, so coverage is not comprehensive.

3 / 5

Completeness

Explicitly states what it does ("Generate publication-quality figures and tables from experiment results") and when to use it with concrete trigger phrases.

5 / 5

Trigger Term Quality

Includes multiple natural trigger phrases users would say, with synonyms in two languages ("画图", "作图", "generate figures", "paper figures", "plots for a paper").

5 / 5

Distinctiveness Conflict Risk

The paper-figure niche is clear and triggers are largely distinct, though terms like "画图"/"作图" could overlap with general plotting skills.

4 / 5

Total

17

/

20

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

14

/

16

Passed

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

Table of Contents

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