Skills for Real Engineers. Straight from my .agents directory.
gnomad-database
Agent skill fromgoogle-deepmind/science-skills
Query the Genome Aggregation Database (gnomAD). Use when determining the rarity or allele frequency of specific genetic variants, retrieving gene constraint metrics (pLI, LOEUF) to assess loss-of-function intolerance, finding variants in a genomic region or gene, or querying structural variants. Don't use for analyzing individual patient genomes, tracking somatic mutations in cancer (use COSMIC), or requesting raw sequencing reads (use ENA).
How to install gnomad-database
npx skills add google-deepmind/science-skills# or add only this skill to Claude Code: copy the folder
skills/gnomad_database/
# into
~/.claude/skills/gnomad_database/ (all projects)
.claude/skills/gnomad_database/ (one project)
1# gnomAD Database23## Prerequisites451. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure6 `uv` is installed and on PATH.72. **User Notification**: If .licenses/gnomad_database_LICENSE.txt does not8 already exist in the workspace root directory then (1) prominently notify9 the user to check the terms at https://gnomad.broadinstitute.org/policies10 and https://gnomad.broadinstitute.org/data#api, then (2) create the file11 recording the notification text and timestamp.1213## Core Rules1415- **Use the Wrapper**: ALWAYS execute the provided helper scripts to query the16 database rather than accessing the database directly. The scripts17 automatically enforce the gnomAD API rate limits gracefully.18- **Notification**: If this skill is used, ensure this is mentioned in the19 output.2021## Utility Scripts2223All scripts are located in the `scripts/` subdirectory of this skill's24installation directory. When running them, use the full absolute path to the25script (e.g. `/path/to/gnomad_database/scripts/get_variant_frequency.py`).2627**1. Variant Frequency.** Retrieves global and ancestry-specific allele28frequencies, homozygote counts, and **Grpmax Filtering AF** (faf95/faf99) for29exome, genome, and total (exome+genome combined) data. The filtering allele30frequency (FAF) is the maximum credible genetic ancestry group AF (lower bound31of the 95% or 99% CI). Variant ID format must be `chrom-pos-ref-alt` (e.g.,32…
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