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gnomad-database

Query the Genome Aggregation Database (gnomAD).

Skill by hanyanphysics

IndexedApache-2.0★ 5
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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

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).

Use cases: backend

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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/help

From hanyanphysics/AI-for-Physics, Apache-2.0.

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Last commit (this folder)
May 22, 2026 (5 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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gnomad-database skill. Agent Mart. https://agentmart.dev/skills/hanyanphysics-gnomad-database (last updated 2026-10-24)