Clinical variant interpretation using ClinVar, ACMG guidelines, and pathogenicity predictors. Prioritize variants for diagnostic and research applications.
NewMaintained
Automatic
◆Clinical / Healthcare pack
Last verified 8/2/2026
What it changes
Passed 19 of 23 test cases with the skill, and 19 of 23 without it.
Without skill83%
With skill83%
Checks it passed that the model alone missed
uses `bcftools query -f` with percent-delimited field specifiers including `%INFO/SYMBOL` and `%INFO/CLNSIG`
1 fixed18 passed either way3 still failing1 broke
Pass-rate lift
0 pp
Tokens
+103%
Agent turns
0%
Response time
-40%
Model gemini-3.6-flashMeasured 8/2/2026v119 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
A test case the skill fixed. Same model, same prompt, with and without the skill.
Prompt
How can I extract specific variant fields (chromosome, position, ref, alt, gene symbol, consequence, ClinVar significance, disease name, gnomAD AF, CADD PHRED) into a tab-delimited text report using bcftools?
What was checked, without and with the skill
Checked
Without skill
With skill
uses `bcftools query -f` with percent-delimited field specifiers including `%INFO/SYMBOL` and `%INFO/CLNSIG`
Missed
Passed
formats output with tab characters `\t` and line breaks `\n` for tabular export
Passed
Passed
case-17 · gemini-3.6-flash · 8/2/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md323 linessingle file
Clinical Variant Interpretation
Prioritize and interpret variants for clinical significance using databases and ACMG/AMP guidelines.