Agent skill · Security

gwas-database

NHGRI-EBI GWAS Catalog REST API for SNP-trait associations from published GWAS. Query studies, associations, variants, traits, genes, summary stats. Build PRS candidates, analyze pleiotropy, fetch stats for Manhattan plots. No auth.

BioTender-maxgithub.com/BioTender-maxGitHub ↗
claude-codeNOASSERTION
Install
npx skills add BioTender-max/awesome-bio-agent-skills --skill gwas-database --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 27 KB
Bundled scripts: none
Path: skills/sciagent/gwas-database/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 135
Language: Python

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# GWAS Catalog Database — SNP-Trait Association Queries ## Overview The NHGRI-EBI GWAS Catalog is a curated collection of published genome-wide association studies, mapping SNP-trait associations with genomic context. The REST API provides programmatic access to studies, associations, variants, traits, genes, and summary statistics. All responses are HAL+JSON with embedded `_links` for pagination. ## When to Use - Finding genetic variants associated with a disease or trait (e.g., "which SNPs are linked to type 2 diabetes?") - Retrieving genome-wide significant associations for a specific variant (rs ID) - Exploring the genetic architecture of complex traits (number of loci, effect sizes) - Checking variant pleiotropy (how many traits a single SNP affects) - Downloading summary statistics for meta-analysis or polygenic risk score construction - Identifying published GWAS studies by disease, gene, or PubMed ID - Cross-referencing EFO trait ontology terms with GWAS evidence - Building candidate gene lists from GWAS association regions - For **drug target validation from GWAS hits**, use `opentargets-database` instead - For **variant functional annotation** (consequence prediction, reg

What's inside
Steps it walks through
  1. Overview
  2. When to Use
  3. Prerequisites
  4. Quick Start
  5. Core API
  6. Module 1: Study Search
  7. Module 2: Association Queries
  8. Module 3: Variant Lookup
  9. Module 4: Trait Search
  10. Module 5: Summary Statistics
  11. Module 6: Gene and Publication Search
  12. Key Concepts
  13. Data Entities and Relationships
  14. HAL+JSON Response Structure
Ships with 1 file
  • references/api_endpoints.md
Commands it runs
pip install requests matplotlib numpy
More from awesome-bio-agent-skills
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About this skill
What does the gwas-database skill do?

NHGRI-EBI GWAS Catalog REST API for SNP-trait associations from published GWAS. Query studies, associations, variants, traits, genes, summary stats. Build PRS candidates, analyze pleiotropy, fetch stats for Manhattan plots. No auth.

How do I install it?

Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill gwas-database --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From BioTender-max/awesome-bio-agent-skills, a repository with 135 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going