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citation-management

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

71

Quality

88%

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

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 body is highly actionable with a clear, well-validated multi-phase workflow and properly signaled bundle references. Its main weaknesses are verbosity from heavy cross-section repetition and a large amount of detail kept inline that should live in the reference files.

Suggestions

Consolidate the repeated script usage examples: keep one canonical set of commands in "Tools and Scripts" and have the workflow phases and example workflows reference them instead of re-listing full invocations.

Move the detailed search strategies, best-practices prose, and the four full example workflows into the existing reference files, leaving SKILL.md as a concise overview that points to them.

Trim the "Visual Enhancement with Scientific Schematics" section or relocate it; its marketing-style language ("Nano Banana Pro will automatically generate") is off-topic for a citation skill and adds noise.

DimensionReasoningScore

Conciseness

The ~1240-line body repeats script usage across "Core Workflow", "Tools and Scripts", and "Example Workflows", includes a tangential schematics marketing section ("Nano Banana Pro will automatically generate"), and explains concepts Claude already knows (MeSH, E-utilities), so it is mostly actionable but could be tightened rather than being lean.

2 / 3

Actionability

It provides fully executable commands with concrete flags (e.g., "python scripts/search_pubmed.py --query … --date-start 2020 --output …") and complete BibTeX examples that are copy-paste ready, matching the score-3 anchor.

3 / 3

Workflow Clarity

Phases 1–5 are clearly sequenced, with Phase 2.5 and Phase 4 providing explicit validation checkpoints and a validate→fix→re-validate feedback loop plus post-writing checklists, satisfying the score-3 anchor.

3 / 3

Progressive Disclosure

References are real, one-level-deep, and well-signaled ("see references/google_scholar_search.md"), but the SKILL.md itself is a 1240-line monolith with search strategies, best practices, and example workflows kept inline that belong in the reference files, fitting the score-2 anchor of content that should be separate being inline.

2 / 3

Total

10

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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 specific, uses third person, and clearly answers both what the skill does and when to use it with natural trigger phrases. It is a strong, low-conflict description with no notable weaknesses.

DimensionReasoningScore

Specificity

"Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries" lists multiple specific concrete actions, matching the score-3 anchor rather than the partial coverage of score 2.

3 / 3

Completeness

It explicitly states what the skill does and adds an explicit "This skill should be used when you need to…" trigger clause, answering both what and when rather than leaving when implied.

3 / 3

Trigger Term Quality

"find papers, verify citation information, convert DOIs to BibTeX, ensure reference accuracy in scientific writing" are natural phrases a user would actually say, giving good coverage rather than just some relevant keywords.

3 / 3

Distinctiveness Conflict Risk

The citation-management niche (Google Scholar, PubMed, DOIs, BibTeX) has distinct triggers unlikely to conflict with other skills, unlike the generic overlap of score 2.

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

skill_md_line_count

SKILL.md is long (1251 lines); consider splitting into references/ and linking

Warning

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

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

Warning

Total

13

/

16

Passed

Repository
K-Dense-AI/scientific-agent-skills
Reviewed

Table of Contents

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