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paper-interpretation

从论文 PDF 文件或论文 PDF URL 生成通俗易懂、图文并茂、带批判性评估的中文 Markdown 解读,并保存到当前项目的 markdown 目录。Use when the user asks to interpret,精读,解读,summarize,explain,analyze, or write an article from an academic paper PDF, arXiv PDF, conference paper PDF, journal paper PDF, or local/remote PDF URL.

69

Quality

83%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

67%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-structured, actionable instruction skill with a concrete helper script and a bundled article template, mostly efficient but with some generic checklist content that could be trimmed or delegated to the template. Reference linking and validation checkpoints are the main gaps.

Suggestions

Link the bundled template explicitly from the body, e.g. 'Use references/article-template.md as the output scaffold', so the one-level reference is clearly signaled.

Tighten the Reading Checklist, Article Structure, and Output Checklist sections by deferring repetitive structural detail to the template and keeping only paper-specific guidance in SKILL.md.

Replace the absolute path '/Users/digoal/.codex/skills/paper-interpretation/scripts/extract_paper_assets.py' with a script-relative path (e.g. 'scripts/extract_paper_assets.py') so the invocation is portable.

DimensionReasoningScore

Conciseness

The body is mostly task-focused and assumes Claude's intelligence, but sections like 'Reading Checklist', 'Article Structure', and 'Output Checklist' restate generic guidance and analogies that largely overlap with standard paper-summarizing competence; it could be tightened by relying on the bundled template instead.

3 / 5

Actionability

Provides a concrete executable script invocation ('python3 .../extract_paper_assets.py INPUT --out .paper-work'), documents its outputs, and gives explicit article-structure and glossary templates; minor gaps are that the script path is an absolute machine-specific path and table/figure extraction is described rather than shown.

4 / 5

Workflow Clarity

Sequenced intake -> extraction -> reading checklist -> writing -> output checklist, with explicit handling of failure modes (scanned PDF -> OCR, incomplete extraction -> state limitations, missing library -> use other tools); lacks a hard validate-then-proceed checkpoint but includes a final output checklist.

4 / 5

Progressive Disclosure

SKILL.md acts as an overview with a real one-level reference (references/article-template.md) and a bundled script (scripts/extract_paper_assets.py); however the body never links the template by path, so the reference is not explicitly signaled in the prose.

4 / 5

Total

15

/

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.

The description is comprehensive, specific, and bilingual, clearly stating both what the skill produces and when to invoke it. It uses third-person voice throughout and provides rich natural trigger terms. No meaningful gaps.

DimensionReasoningScore

Specificity

Lists multiple concrete actions (生成通俗解读、图文并茂、批判性评估、保存到 markdown 目录) and names both input modes (PDF file / PDF URL) and output artifact (Chinese Markdown 解读), giving comprehensive coverage.

5 / 5

Completeness

Explicitly answers 'what' (generates a critical, illustrated Chinese Markdown interpretation saved to markdown/) and 'when' via a clear 'Use when...' clause with concrete trigger phrases.

5 / 5

Trigger Term Quality

Covers natural user verbs in both English and Chinese ('interpret,精读,解读,summarize,explain,analyze') plus concrete noun triggers ('academic paper PDF, arXiv PDF, conference paper PDF, journal paper PDF, or local/remote PDF URL') with synonyms and file-type variants.

5 / 5

Distinctiveness Conflict Risk

Scoped to academic paper interpretation with PDF/arXiv-specific triggers and a Chinese-Markdown output, a clear niche distinct from generic PDF extraction or general summarization 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.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
digoal/blog
Reviewed

Table of Contents

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