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research-lit

Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers.

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

77%

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 a well-sequenced, validated workflow, but it is verbose due to repeated fetcher-resolution boilerplate and explanatory asides. Progressive disclosure is moderate since everything lives inline with no real bundle references.

Suggestions

Factor the repeated $ARIS_REPO + fetcher resolution logic into a single shared snippet or helper reference instead of duplicating it across the arXiv, Semantic Scholar, DeepXiv, Exa, and download blocks.

Remove or shorten rationale asides Claude already knows (e.g., 'Why use Semantic Scholar?') to improve token efficiency, or move them to a one-level-deep reference file.

Move the full Source Table and detailed per-source bash recipes into a references/ file (e.g., DATA_SOURCES.md) linked from the main body, keeping SKILL.md as a lean overview with one-level-deep navigation.

DimensionReasoningScore

Conciseness

The body is mostly operational but carries repeated near-identical $ARIS_REPO/$FETCHER resolution boilerplate across five bash blocks and explanatory asides Claude already knows ('Why use Semantic Scholar? Many IEEE/ACM journal papers are not on arXiv'), so it could be tightened.

2 / 3

Actionability

It provides concrete, executable bash blocks with real commands, specific MCP tool patterns, exact API field lists, and glob patterns that are copy-paste ready, matching the score-3 anchor.

3 / 3

Workflow Clarity

Steps 0a–0c and 1–6 are clearly sequenced with explicit validation/checkpoints (stop-and-ask on missing requested sources, verify PDF > 10 KB, de-duplicate between sources, graceful skip of unrequested sources), giving clear feedback loops.

3 / 3

Progressive Disclosure

No bundle files exist and the only external reference (shared-references/integration-contract.md) sits outside the bundle; the large source table and repeated bash blocks are inline rather than split into one-level-deep references, so structure is present but could be better organized.

2 / 3

Total

10

/

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.

The description is concise, third-person, and clearly states both capabilities and explicit trigger conditions. It uses natural user phrasings and carves out a distinct niche. No improvements needed.

DimensionReasoningScore

Specificity

The phrase 'Search and analyze research papers, find related work, summarize key ideas' lists multiple specific concrete actions (search, analyze, find related work, summarize), matching the score-3 anchor.

3 / 3

Completeness

It explicitly answers both what the skill does (search/analyze/find/summarize) and when to use it via an explicit 'Use when...' trigger clause, satisfying both halves of the dimension.

3 / 3

Trigger Term Quality

The 'Use when' clause surfaces natural phrasings users actually say — 'find papers', 'related work', 'literature review', 'what does this paper say', and 'academic papers' — giving good coverage of common variations.

3 / 3

Distinctiveness Conflict Risk

The research-literature niche is clearly scoped with distinct triggers (papers, related work, literature review), making it unlikely to fire for unrelated skills.

3 / 3

Total

12

/

12

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

relative_links

Relative link issues: 2 suspicious

Warning

Total

15

/

16

Passed

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

Table of Contents

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