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paper-analysis-assistant

其他高等院校教师与数据科学家在追踪前沿学术时,当需要深度解析arXiv论文,用此技能可一键下载PDF并自动生成词频分析、双人播客、交互式网页、PPT演示与总结图,将数小时的文献阅读转化为多媒体内容,效率提升十倍!

62

Quality

73%

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

Fix and improve this skill with Tessl

tessl review fix ./skills/paper-analysis-assistant/paper-analysis-assistant/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

68%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 content is highly actionable with executable examples and good file-based progressive disclosure, but suffers from a redundant resource index and lacks validation checkpoints in a batch workflow that the rubric requires.

Suggestions

Add validation checkpoints between steps (e.g., verify the PDF downloaded and text extracted non-empty before running word-frequency analysis) to lift workflow clarity above the batch cap of 3.

Remove or merge the '资源索引' section with '操作步骤' to eliminate the redundant script/purpose listings.

Keep the lean step structure but drop the repeated '用途' annotations that duplicate what each step already states.

DimensionReasoningScore

Conciseness

The body is mostly efficient and does not over-explain concepts Claude already knows, but the '资源索引' section redundantly re-lists all eight scripts and their purposes already covered in '操作步骤', which could be tightened.

3 / 5

Actionability

Provides fully executable, copy-paste-ready commands with explicit parameters for every script, and the '使用示例' section covers both full and quick-analysis flows with exact bash invocations.

5 / 5

Workflow Clarity

The nine steps are clearly sequenced with optional branches, but this batch/multi-output workflow has no validation checkpoints (e.g., confirm PDF download or text extraction succeeded before downstream steps), which caps the score at 3 per the batch-operations guideline.

3 / 5

Progressive Disclosure

SKILL.md acts as an overview with one-level-deep, clearly signaled references to real bundle files (all 8 scripts in scripts/ and references/stopwords.txt verified to exist), but the duplicate script listing across '操作步骤' and '资源索引' is a minor organization gap.

4 / 5

Total

15

/

20

Passed

Description

78%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 clearly conveys a specific niche and comprehensive capabilities with an explicit trigger, but uses second-person voice and marketing over-claims ('效率提升十倍!') that the rubric penalizes.

Suggestions

Rewrite in third person (e.g., 'Downloads arXiv PDFs and generates word-frequency analyses, podcasts, interactive web pages, PPT decks, and summary diagrams') to avoid the second-person '用此技能' phrasing.

Remove the over-claim '效率提升十倍!' and keep the description factual.

Add natural synonyms/file extensions (e.g., '.pdf', 'papers', 'literature') to broaden trigger-term coverage.

DimensionReasoningScore

Specificity

Lists multiple concrete actions ('下载PDF', '词频分析', '双人播客', '交互式网页', 'PPT演示', '总结图') for comprehensive coverage, but the second-person imperative '用此技能可一键下载' violates third-person voice, reducing the score by 1 per guideline.

4 / 5

Completeness

Explicitly answers both what (download PDF and generate word-frequency/podcast/web/PPT/summary outputs) and when ('当需要深度解析arXiv论文'), but the over-claim '效率提升十倍!' is marketing fluff the guidelines penalize, holding it below a 5.

4 / 5

Trigger Term Quality

Includes natural terms users would say ('arXiv论文', '下载PDF', '词频分析', '播客', 'PPT') with a recognizable trigger ('当需要深度解析arXiv论文'), but lacks synonyms and file extensions like '.pdf' for full coverage.

4 / 5

Distinctiveness Conflict Risk

Occupies a clear niche (arXiv paper multi-format analysis) with a distinct trigger ('arXiv论文') unlikely to conflict with other skills.

5 / 5

Total

17

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
anbeime/skill
Reviewed

Table of Contents

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