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paper-interpreter

深度解读学术论文,将论文 PDF(文件或 URL)转化为通俗易懂、图文并茂的 Markdown 解读文档,保存到项目的 markdown/ 目录。触发条件:用户上传或提供论文 PDF、提到"解读论文"/"读论文"/"分析这篇论文"/"帮我看这篇 paper",或任何需要深入理解一篇学术论文的场景。即使用户只说"帮我看这个 PDF"但内容是论文,也应使用本 skill。输出文件包含:论文定位、知识地图、5W1H精读、术语词典、批判性评估五大板块,并在关键位置插入 mermaid/svg/text 图表辅助理解。

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

Medium

Suggest reviewing before use

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.

The body is a well-structured, actionable instruction skill with concrete code, templates, and a quality checklist, written assuming Claude's competence. Its main weakness is mild verbosity (duplicated templates and goal statements) and placeholder filenames in the final save step.

Suggestions

Tighten conciseness by removing the per-section '目标' goal statements and the full output template in Step 3, which duplicates the section structure already specified in Step 2.

Replace placeholder paths in the final save step ('论文文件名.pdf', '/home/claude/解读文件.md', 'markdown/文件名.md') with concrete variable-driven commands so the workflow is copy-paste ready.

Consider moving the mermaid knowledge-tree/architecture templates and the term-dictionary template into a references/ file to keep SKILL.md a lean overview and improve progressive disclosure.

DimensionReasoningScore

Conciseness

Mostly efficient and does not over-explain basic concepts, but carries padding—per-section '目标' goal statements, a full re-listed output template in Step 3 that duplicates the section structure already defined, and emoji-heavy templates—that could be trimmed. Not 4 because the verbosity is noticeable rather than minor.

3 / 5

Actionability

Provides concrete executable bash/python (pdfminer/pymupdf extraction), fixed term-dictionary and mermaid templates, and a concrete output file structure; minor gaps only—final save command and PDF path use placeholders like '文件名.md' and '论文文件名.pdf' rather than real variables. Not 5 due to these placeholder gaps.

4 / 5

Workflow Clarity

Clear sequence (Step 0 获取内容 → Step 1 输出路径 → Step 2 五步解读 → Step 3 写入文件) with an explicit 质量检查清单 as a checkpoint; not 5 because there is no validate→fix→retry feedback loop, though the single-file write is not destructive enough to trigger the cap.

4 / 5

Progressive Disclosure

Well-organized into clear Step 0–3 sections with labeled subsections and a navigable checklist/notes structure; no bundle files exist so references are n/a. Not 5 because at ~280 lines the inlined mermaid/output templates add bulk that a leaner overview with split templates could reduce.

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 exemplary: it states concrete capabilities, an explicit trigger clause with natural user phrases, both 'what' and 'when', and a distinct niche, all in third person. No vague fluff or over-claims.

DimensionReasoningScore

Specificity

Lists multiple concrete actions—'将论文 PDF 转化为通俗易懂、图文并茂的 Markdown 解读文档,保存到 markdown/ 目录'—plus the five output sections (论文定位/知识地图/5W1H精读/术语词典/批判性评估) and 'mermaid/svg/text 图表' insertion, giving comprehensive coverage; not below 5 since no concrete action is missing.

5 / 5

Completeness

Explicitly answers both 'what' (transform paper PDF into a five-section illustrated Markdown doc saved to markdown/) and 'when' via a dedicated '触发条件' clause with concrete trigger phrases and an edge-case rule.

5 / 5

Trigger Term Quality

Includes natural phrases users would actually say—'解读论文'/'读论文'/'分析这篇论文'/'帮我看这篇 paper'—plus the edge case '帮我看这个 PDF', covering synonyms and indirect phrasings.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche—academic-paper deep interpretation into a structured five-section Markdown with charts—with distinct triggers tied to paper/论文 reading, minimizing conflict with other 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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