Annotate VCF variants with VEP, ClinVar, gnomAD frequencies, and ancestry-aware context. Generates prioritised variant reports.
Install with the open skills CLI (global, non-interactive — available in every Claude Code session):
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill "vcf-annotator" -g -a claude-code -yOr manually — copy the SKILL.md below into:
~/.claude/skills/vcf-annotator/SKILL.md---
name: vcf-annotator
description: Annotate VCF variants with VEP, ClinVar, gnomAD frequencies, and ancestry-aware context. Generates prioritised variant reports.
version: 0.1.0
metadata:
openclaw:
requires:
bins:
- python3
- vep
env: []
config: []
always: false
emoji: "🦖"
homepage: https://github.com/ClawBio/ClawBio
os: [macos, linux]
install:
- kind: uv
package: cyvcf2
bins: []
- kind: uv
package: pandas
bins: []
---
# 🦖 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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Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology, and more. Fetches domain-specific reference material on demand.
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