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paper-reader

Use when user asks to "read paper", "analyze paper", "summarize paper", "读论文", "分析文献", "帮我看一下这篇paper", "论文笔记", or provides a PDF file that appears to be an academic paper. Specialized for CV/DL papers. Also supports Zotero integration: "读一下这篇论文 ...", "快速看一下这篇论文 ...", "批判性分析这篇论文 ...", "读一下 Zotero 里的 XXX", "批量读一下 Zotero 里 VLA 分类下的论文" **重要触发词**: "读一下 XXX"、"读一下这篇"、"帮我读" → 必须调用此 skill

73

Quality

92%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

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SecuritybySnyk

Critical

Do not install without reviewing

SKILL.md
Quality
Evals
Security

Quality

Content

85%

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

A well-structured, highly actionable skill body with clear workflows, validation feedback loops, and clean progressive disclosure into real reference files. The only weakness is mild verbosity from duplicated explanations and an optional greeting.

Suggestions

Consolidate the image-URL dedup explanation into a single reference to references/image-troubleshooting.md to remove the duplicated prose in Section 3.

Drop or trim the greeting instruction ("先跟用户打个招呼 🐕") and merge the Section 6 checklist with the per-section self-checks to avoid repeated checklists.

Replace a few verbose prose passages (e.g. the git gating rationale in Section 4) with tighter conditional bullet points.

DimensionReasoningScore

Conciseness

The body is dense and actionable, but the image-URL dedup rule is explained twice in prose, the closing checklist overlaps Section 6, and the greeting line ("先跟用户打个招呼 🐕") adds non-essential tokens that could be trimmed.

2 / 3

Actionability

It provides concrete executable commands ("python3 assets/zotero_helper.py info {item_id}", "pdfimages -png", explicit WebFetch URLs), a strict template, named variable substitutions, and copy-paste bash blocks.

3 / 3

Workflow Clarity

Steps are clearly sequenced with validation checkpoints — image URL dedup check, post-save image accessibility script, git staged-change confirmation, and a consolidated self-check checklist covering batch and destructive operations.

3 / 3

Progressive Disclosure

SKILL.md is a concise overview with one-level-deep references (references/zotero-guide.md, image-troubleshooting.md, concept-categories.md, quality-standards.md) signaled both inline and in a dedicated 参考文件 section; all referenced files exist.

3 / 3

Total

11

/

12

Passed

Description

100%

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 with concrete capabilities, extensive natural trigger terms in two languages, and an explicit Use-when clause covering both what and when. It is clearly niche-specific and low conflict risk.

DimensionReasoningScore

Specificity

The description names multiple concrete actions — reading/analyzing/summarizing academic papers, Zotero integration ("批量读一下 Zotero 里 VLA 分类下的论文"), and Obsidian note saving — rather than vague language.

3 / 3

Completeness

It answers both "what" (CV/DL paper reading, Zotero integration, Obsidian notes — "Specialized for CV/DL papers") and "when" via an explicit "Use when user asks to ..." trigger clause.

3 / 3

Trigger Term Quality

It gives broad natural-language coverage in both English ("read paper", "summarize paper") and Chinese ("读一下这篇", "帮我读", "论文笔记") that users would actually say.

3 / 3

Distinctiveness Conflict Risk

The academic-paper/Zotero/Obsidian niche with its specific bilingual triggers is unlikely to fire for unrelated skills.

3 / 3

Total

12

/

12

Passed

Validation

81%

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

Validation13 / 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

relative_links

Relative link issues: 1 missing

Warning

Total

13

/

16

Passed

Repository
huangkiki/dailypaper-skills
Reviewed

Table of Contents

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