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clinvar-database

Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or FTP, annotate VCFs, for genomic medicine.

86

1.15x
Quality

83%

Does it follow best practices?

Impact

88%

1.15x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Evaluation results

78%

22%

ClinVar Variant Research Tool

ClinVar E-utilities API best practices

Criteria
Without context
With context

Email identification

0%

100%

API key parameter

0%

0%

Exponential backoff

100%

100%

usehistory for large results

0%

0%

esummary version=2.0

0%

100%

Batch ID retrieval

100%

100%

Exclude conflicting interpretations

70%

100%

Review status filtering

12%

50%

Access date recorded

100%

100%

Correct API pipeline order

100%

100%

Three gene reports produced

100%

100%

100%

14%

Clinical VCF Annotation Workflow

VCF annotation with ClinVar and bcftools

Criteria
Without context
With context

Correct genome build

100%

100%

Index file downloaded

100%

100%

bcftools annotate -a flag

100%

100%

bcftools -c columns flag

100%

100%

Pathogenic filter command

100%

100%

Review status annotation

100%

100%

Conflicting interpretations flagged

100%

100%

VCF size limitation documented

0%

100%

ClinVar version/date documented

50%

100%

Large file cleanup

100%

100%

Output files produced

100%

100%

86%

-2%

Hereditary Cardiac Disease Variant Analysis

Bulk data format selection and reproducible analysis

Criteria
Without context
With context

Tab-delimited format chosen

100%

100%

Monthly release URL

62%

100%

pandas sep and compression

80%

80%

Conflicting variants counted separately

100%

100%

High-confidence filter

30%

0%

VUS reported separately

100%

75%

Access date in report

100%

100%

Data source documented

100%

100%

All four genes covered

100%

100%

Large file cleanup

100%

100%

Output file produced

100%

100%

Repository
K-Dense-AI/claude-scientific-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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