clinvar-database

Utilities for querying the NCBI ClinVar database to retrieve variant records, clinical significance, and phenotype relationships; use when searching variants by gene/condition/significance, interpreting Pathogenic/Benign/VUS classifications, or annotating VCF files with ClinVar annotations.

Quality

86%

Does it follow best practices?

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Securityby

Passed

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Quality

Content

72%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.

The body is well-structured and mostly actionable, with good progressive disclosure via real reference files and scripts. Its main weaknesses are mild cross-section redundancy, an unexplained hidden dependency in the annotation example, and absent validation steps for a batch annotation operation.

Suggestions

Merge the overlapping 'Key Features' and 'Implementation Details' descriptions of search/annotation into a single section to remove redundancy and tighten token use.

Show how to obtain the ClinVar VCF used for annotation (e.g., the bulk FTP download path from references/api_reference.md) or pass it via --clinvar, so the annotate example is fully executable end-to-end.

Add a verification step to the annotation workflow, such as confirming the output VCF is valid and that annotations were applied (e.g., a bcftools view/validate check), to satisfy validation expectations for a batch operation.

Dimension	Reasoning	Score
Conciseness	Avoids tutorial padding about what VCF/bcftools/E-utilities are, but the 'Key Features' and 'Implementation Details' sections restate the same search/annotation descriptions, a redundancy that could be trimmed; fits the 'efficient, minor instances of over-explanation' anchor rather than the fully lean 5.	4 / 5
Actionability	Provides two concrete, mostly copy-paste commands ('python scripts/search.py --term ...', 'python scripts/annotate.py --input ... --output ...'), but the annotation example hides an unexplained dependency (the script defaults clinvar_vcf to 'clinvar.vcf.gz') so it is not fully executable end-to-end, leaving it just below the 5 anchor.	4 / 5
Workflow Clarity	Operations are presented as independent example commands rather than a sequenced workflow, and the body omits any validation/verification step or feedback loop for VCF annotation, a batch operation; per the batch-operation cap, workflow clarity cannot exceed 3.	3 / 5
Progressive Disclosure	Clear overview with well-signaled, one-level-deep references to real bundle files ('references/api_reference.md', 'references/clinical_significance.md') and scripts, with content appropriately split into separate reference files and easy navigation.	5 / 5
	Total	16 / 20 Passed

Description

100%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.

The description is excellent: it concisely states concrete capabilities and pairs them with an explicit, trigger-rich 'use when' clause targeted at a well-defined genomics niche. No vague fluff or over-claims.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — 'querying the NCBI ClinVar database to retrieve variant records, clinical significance, and phenotype relationships', 'searching variants by gene/condition/significance', 'interpreting Pathogenic/Benign/VUS classifications', 'annotating VCF files' — with comprehensive coverage, matching the 5 anchor rather than the 4 anchor (no meaningful coverage gaps).	5 / 5
Completeness	Explicitly answers both 'what' ('Utilities for querying the NCBI ClinVar database to retrieve...') and 'when' ('use when searching variants by gene/condition/significance, interpreting... or annotating VCF files') with concrete trigger phrases.	5 / 5
Trigger Term Quality	Includes natural domain trigger terms a genomics user would say — 'gene/condition/significance', 'Pathogenic/Benign/VUS classifications', 'VCF files', 'ClinVar annotations' — with synonyms (condition/phenotype) and the VCF file extension, fitting comprehensive keyword coverage.	5 / 5
Distinctiveness Conflict Risk	Occupies a clear, narrow niche (NCBI ClinVar clinical-variant querying/annotation) with distinct triggers; minimal risk of firing for an unrelated skill.	5 / 5
	Total	20 / 20 Passed

Validation

93%

Warnings & errors only

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

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: aipoch/medical-research-skills
Path: scientific-skills/Evidence Insight/clinvar-database/SKILL.md
Commit: 63c61d3

Reviewed: 4 hours ago

Table of Contents

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