gnomad-database▌
google-deepmind/science-skills · updated Jun 4, 2026
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### Gnomad Database
- ›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-func..."
| 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). |
gnomAD Database
Prerequisites
uv: Read theuvskill and follow its Setup instructions to ensureuvis installed and on PATH.- 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.
# 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.
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.
# 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
How to use gnomad-database on Cursor
AI-first code editor with Composer
Prerequisites
Before installing skills in Cursor, ensure your development environment meets these requirements:
- ›Cursor installed and configured on your development machine
- ›Node.js version 16.0+ with npm package manager (verify with
node --version) - ›Active project directory or workspace where you want to add gnomad-database
Execute installation command
Execute the skills CLI command in your project's root directory to begin installation:
The skills CLI fetches gnomad-database from GitHub repository google-deepmind/science-skills and configures it for Cursor.
Select Cursor when prompted
The CLI will show a list of available agents. Use arrow keys to navigate and space to select Cursor:
Verify installation
Confirm successful installation by checking the skill directory location:
Reload or restart Cursor to activate gnomad-database. Access the skill through slash commands (e.g., /gnomad-database) or your agent's skill management interface.
Security & Verification Notice
We perform automated surface-level scans (Gen AI Scanner, Socket, Snyk) during installation. These checks detect common vulnerabilities but do not guarantee complete security. Always review skill source code and verify the publisher's reputation before production use.
Skills execute code in your development environment. Always verify the publisher's identity, review recent commits, and test in isolated environments before production deployment.
List & Monetize Your Skill
Submit your Claude Code skill and start earning
Use Cases▌
Task Automation & Efficiency
Automate repetitive workflows and reduce manual effort
Example
Generate reports, summarize documents, draft communications
Save 3-5 hours per week on routine tasks
Knowledge Enhancement
Learn new skills, understand complex topics, get expert guidance
Example
Explain concepts, provide examples, suggest learning resources
Accelerate learning and skill development by 2x
Quality Improvement
Enhance output quality through reviews, suggestions, and refinements
Example
Review drafts, suggest improvements, catch errors
Improve work quality by 30-40% with less effort
Implementation Guide▌
Prerequisites
- ›Claude Desktop or compatible AI client with skill support
- ›Clear understanding of task or problem to solve
- ›Willingness to iterate and refine outputs
Time Estimate
15-45 minutes depending on use case complexity
Installation Steps
- 1.Install skill using provided installation command
- 2.Test with simple use case relevant to your work
- 3.Evaluate output quality and relevance
- 4.Iterate on prompts to improve results
- 5.Integrate into regular workflow if valuable
Common Pitfalls
- ⚠Expecting perfect results without iteration
- ⚠Not providing enough context in prompts
- ⚠Using skill for tasks outside its intended scope
- ⚠Accepting outputs without review and validation
Best Practices▌
✓ Do
- +Start with clear, specific prompts
- +Provide relevant context and constraints
- +Review and refine all outputs before using
- +Iterate to improve output quality
- +Document successful prompt patterns
✗ Don't
- −Don't use without understanding skill limitations
- −Don't skip validation of outputs
- −Don't share sensitive information in prompts
- −Don't expect skill to replace human judgment
💡 Pro Tips
- ★Be specific about desired format and style
- ★Ask for multiple options to choose from
- ★Request explanations to understand reasoning
- ★Combine AI efficiency with human expertise
When to Use This▌
✓ Use When
Use when skill capabilities match your task, clear ROI on time saved, and you can validate outputs. Best for repetitive tasks, learning, and quality improvement.
✗ Avoid When
Avoid when task requires deep expertise you can't validate, involves sensitive decisions, or when learning process is more valuable than speed of completion.
Learning Path▌
- 1Familiarize yourself with skill capabilities and limitations
- 2Start with low-risk, non-critical tasks
- 3Progress to more complex and valuable use cases
- 4Build expertise through regular use and experimentation
Discussion
Product Hunt–style comments (not star reviews)- No comments yet — start the thread.
Ratings
4.8★★★★★70 reviews- ★★★★★Zara Choi· Dec 28, 2024
gnomad-database has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Neel Martin· Dec 28, 2024
gnomad-database reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Arya Jackson· Dec 24, 2024
gnomad-database fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Aanya Srinivasan· Dec 16, 2024
gnomad-database fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.
- ★★★★★Shikha Mishra· Dec 12, 2024
We added gnomad-database from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Zara Chen· Dec 12, 2024
gnomad-database reduced setup friction for our internal harness; good balance of opinion and flexibility.
- ★★★★★Zara Huang· Dec 12, 2024
We added gnomad-database from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
- ★★★★★Zara Verma· Dec 12, 2024
gnomad-database is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.
- ★★★★★Dev Johnson· Nov 23, 2024
gnomad-database has been reliable in day-to-day use. Documentation quality is above average for community skills.
- ★★★★★Arya Thompson· Nov 19, 2024
We added gnomad-database from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.
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