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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

74

Quality

93%

Does it follow best practices?

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SecuritybySnyk

Critical

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SKILL.md
Quality
Evals
Security

Quality

Content

92%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 high-quality, comprehensive skill body with executable commands, clear sequencing, validation gates, and well-structured references. The only minor weakness is some inlined detail (image fallback, URL dedup) that slightly competes with the reference files.

DimensionReasoningScore

Conciseness

Mostly efficient with tables, short bullets, and domain-specific commands, though the inlined image-acquisition flow and URL-dedup explanation add length that could be trimmed or pushed to references.

4 / 5

Actionability

Fully executable guidance throughout: concrete commands (zotero_helper.py, pdfimages -png, WebFetch URLs, git commit sequence), a strict note template, and an explicit YAML frontmatter schema cover the common cases.

5 / 5

Workflow Clarity

Clear Step 0–8 sequence with explicit validation checkpoints, gating conditions (AUTO_REFRESH_INDEXES, GIT_COMMIT_ENABLED, GIT_PUSH_ENABLED), and two self-check checklists including feedback for batch/destructive operations.

5 / 5

Progressive Disclosure

SKILL.md serves as a well-organized overview with one-level-deep, clearly signaled references (zotero-guide, image-troubleshooting, concept-categories, quality-standards) all verified present, plus a dedicated 参考文件 navigation section.

5 / 5

Total

19

/

20

Passed

Description

95%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, well-scoped description that clearly answers what and when with rich bilingual trigger terms and a distinct CV/DL-paper-reading niche. Minor room to enumerate the full set of reading modes directly in the description.

DimensionReasoningScore

Specificity

Lists several concrete actions ("read paper", "analyze paper", "summarize paper", "批判性分析", Zotero integration, batch reading) tied to a CV/DL specialization, with minor gaps in fully enumerating the reading modes.

4 / 5

Completeness

Explicitly states both what (reads/analyzes/summarizes academic papers, CV/DL specialized, Zotero integration) and when ("Use when user asks to...") with concrete trigger phrases, in third-person voice.

5 / 5

Trigger Term Quality

Comprehensive natural trigger coverage across English and Chinese synonyms ("read paper", "读论文", "分析文献", "帮我看一下这篇paper", "论文笔记", Zotero variants) plus an explicit important-trigger list.

5 / 5

Distinctiveness Conflict Risk

Clear niche (CV/DL academic paper reading with Zotero/Obsidian integration) and distinct triggers (VLA classification, Zotero search, 帮我读) yield minimal conflict risk with other skills.

5 / 5

Total

19

/

20

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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