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biobankjapan-phewas-skill

Fetch compact BioBank Japan PheWAS summaries for single variants by accepting rsID, GRCh38, or GRCh37 input and resolving to the required GRCh37 query. Use when a user wants concise BBJ association results for one variant

80

Quality

100%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

100%

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

The body is a tight, well-organized reference for a single-task skill: executable example, explicit input/output contracts, and clear operating rules with no unnecessary exposition. It appropriately keeps everything inline given the skill's simplicity.

DimensionReasoningScore

Conciseness

Lean bullet-form content that assumes Claude's competence — 'Read one JSON object from stdin', 'Return concise markdown summaries by default' — with no padding or over-explanation.

3 / 3

Actionability

Provides a fully executable example ('echo {"grch37":...} | python scripts/biobankjapan_phewas.py'), concrete input/output field lists, and copy-paste-ready common patterns.

3 / 3

Workflow Clarity

For a single-action lookup skill the flow is unambiguous, with clear input/output sections, failure feedback (ok=false with error.code/message), and re-run guidance for stale output.

3 / 3

Progressive Disclosure

Under 50 lines, organized into clearly-labeled sections, with a single referenced script (scripts/biobankjapan_phewas.py) that exists — matching the simple-skill allowance for a top score.

3 / 3

Total

12

/

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, specific, and complete, stating concrete capabilities and an explicit 'Use when' trigger for a well-scoped niche. It avoids verbosity and over-claims entirely.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Fetch compact...summaries', 'accepting rsID, GRCh38, or GRCh37 input', 'resolving to the required GRCh37 query' — matching the top anchor.

3 / 3

Completeness

Explicitly answers both what it does and when to use it via the 'Use when a user wants concise BBJ association results for one variant' clause.

3 / 3

Trigger Term Quality

Covers natural terms a user would say — 'BioBank Japan PheWAS', 'rsID', 'BBJ association results for one variant' — giving good coverage of natural phrasings.

3 / 3

Distinctiveness Conflict Risk

The BioBank Japan PheWAS niche is narrow and the triggers are distinct, making conflict with other skills unlikely.

3 / 3

Total

12

/

12

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
openai/plugins
Reviewed

Table of Contents

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