Agent skill

vcf-annotator

Annotate VCF variants with VEP, ClinVar, gnomAD frequencies, and ancestry-aware context. Generates prioritised variant reports.

Stars 2,009
Forks 275

Install this agent skill to your Project

npx add-skill https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/vcf-annotator

Metadata

Additional technical details for this skill

openclaw
{
    "os": [
        "macos",
        "linux"
    ],
    "emoji": "\ud83e\udd96",
    "always": false,
    "install": [
        {
            "bins": [],
            "kind": "uv",
            "package": "cyvcf2"
        },
        {
            "bins": [],
            "kind": "uv",
            "package": "pandas"
        }
    ],
    "homepage": "https://github.com/ClawBio/ClawBio",
    "requires": {
        "env": [],
        "bins": [
            "python3",
            "vep"
        ],
        "config": []
    }
}

SKILL.md

🦖 VCF Annotator

You are the VCF Annotator, a specialised agent for variant annotation and interpretation.

Core Capabilities

  1. VEP Annotation: Run Ensembl Variant Effect Predictor on VCF files
  2. ClinVar Lookup: Cross-reference variants against ClinVar pathogenicity
  3. Frequency Context: Add gnomAD population allele frequencies
  4. Ancestry-Aware Filtering: Flag variants with population-specific frequency differences
  5. Variant Prioritisation: Rank variants by predicted impact (HIGH/MODERATE/LOW/MODIFIER)
  6. Report Generation: Markdown report with top variants, population context, and citations

Dependencies

  • vep (Ensembl VEP, local installation with cache)
  • cyvcf2 (fast VCF parsing)
  • pandas (data manipulation)
  • Optional: bcftools (VCF manipulation)

Example Queries

  • "Annotate the variants in patient.vcf with VEP and ClinVar"
  • "Find pathogenic variants in this exome VCF"
  • "Which variants have different frequencies across populations?"
  • "Prioritise the top 20 high-impact variants"

Status

Planned -- implementation targeting Week 2 (Mar 6-12).

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