gnomad-database
Query the Genome Aggregation Database (gnomAD).
Skill by hanyanphysics
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: backend
Reviews
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Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/gnomad-database
What's inside
- Skill name
gnomad-database- Description
- 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).
- License
- Apache-2.0
- Instructions
- 64 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Agent Skills spec issues
- name: "gnomad-database" does not match folder "gnomad_database"
Files (4)
- SKILL.md
- get_gene_constraint.py · scripts/
- get_variant_frequency.py · scripts/
- search_variants.py · scripts/
SKILL.md (first lines)
# gnomAD Database
## Prerequisites
1. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure
`uv` is installed and on PATH.
2. **User Notification**: If LICENSE_NOTIFICATION.txt does not already exist in
this skill directory then (1) prominently notify the user to check the terms
at https://gnomad.broadinstitute.org/policies and
https://gnomad.broadinstitute.org/data#api, then (2) create the file
recording the notification text and timestamp.
## Core Rules
- **Use the Wrapper**: ALWAYS execute the provided helper scripts to query the
database rather than accessing the database directly. The scripts
automatically enforce the gnomAD API rate limits gracefully.
- **Notification**: If this skill is used, ensure this is mentioned in the
output.
## Utility Scripts
All scripts are located in the `scripts/` subdirectory of this skill's
installation directory. When running them, use the full absolute path to the
script (e.g. `/path/to/gnomad_database/scripts/get_variant_frequency.py`).
**1. Variant Frequency.** Retrieves global and ancestry-specific allele
frequencies, homozygote counts, and **Grpmax Filtering AF** (faf95/faf99) for
exome, genome, and total (exome+genome combined) data. The filtering allele
frequency (FAF) is the maximum credible genetic ancestry group AF (lower bound
of the 95% or 99% CI). Variant ID format must be `chrom-pos-ref-alt` (e.g.,
`1-55516888-G-GA`). Alternately, you may provide an `rsID`.
```bash
# By variant ID:
uv run scripts/get_variant_frequency.py --variant_id {variant_id} [--dataset {dataset}] --output variant_frequency.json
# By rsID (e.g., rs1800562):
uv run scripts/get_variant_frequency.py --rsid {rsid} [--dataset {dataset}] --output variant_frequency.json
```
**2. Gene Constraint.** Retrieves constraint metrics for a gene. The response
will explicitly contain `pli`, and the LOEUF score is represented by
`oe_lof_upper`.
```bash
uv run scripts/get_gene_constraint.py --gene {gene_symbol} --output {gene_symbol}_constraint.json
```
**3. Region/Gene Variant Search.** Finds all variants in a region or gene.
```bash
# By region:
uv run scripts/search_variants.py --chrom {chrom} --start {start} --end {end} --output region_variants.json
# By gene:
uv run scripts/search_variants.py --gene {gene_symbol} --consequence {pLoF|missense} --output {gene_symbol}_variants.json
```
## References
Further documentation on the data: https://gnomad.broadinstitute.org/data#api
More general database documentation: https://gnomad.broadinstitute.org/helpFrom hanyanphysics/AI-for-Physics, Apache-2.0.
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Signals
- Stars
- 5
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- May 22, 2026 (5 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/hanyanphysics/AI-for-Physics
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
gnomad-database skill. Agent Mart. https://agentmart.dev/skills/hanyanphysics-gnomad-database (last updated 2026-10-24)