Agent skill

Gwas Lookup

by ClawBio in ClawBio/ClawBio

Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more.

MITAuto-check passedResearch & Science

Install Gwas Lookup

skills CLI
$ npx skills add ClawBio/ClawBio --skill gwas-lookup -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ClawBio/ClawBio gwas-lookup --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/gwas-lookup .claude/skills/gwas-lookup && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
gwas-lookup
GitHub stars
1.2k
Used in
2 other repos
Token cost
~1.1k tokens
SKILL.md length
408 words
Files
31
Skills in repo
104
Repo updated
First seen
Licence
MIT

At a glance

Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more.

  • Works in 6 steps: Variant resolution: Resolve rsID →… → GWAS association lookup: Query GWAS… → PheWAS scanning: Query UKB-TOPMed,… → …
  • Tasks that involve Bioinformatics
  • SKILL.md covers Core Capabilities, Input Formats, Databases Queried and Workflow, plus 5 more sections
  • Runs Python scripts from its folder

What it does

Gwas Lookup is an agent skill from ClawBio/ClawBio. Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 33 other files (for example `INTENTS.json`, `data/demo_rs3798220.json` and `gwas_lookup.py`).

It sits in Research & Science, covering Bioinformatics. The repository describes itself as: 🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free. The licence is MIT.

When your agent uses it

  • Tasks that involve Bioinformatics

Example prompts

  • “/gwas-lookup”

Requirements

  • Python 3

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Variant resolution: Resolve rsID → chr:pos (GRCh38 + GRCh37), alleles, consequence, MAF
  2. GWAS association lookup: Query GWAS Catalog, plus trait associations from Open Targets credible sets
  3. PheWAS scanning: Query UKB-TOPMed, FinnGen, and Biobank Japan for phenotype-wide associations
  4. eQTL lookup: Query GTEx for expression associations. The EBI eQTL Catalogue REST API is retired (HTTP 410); for eQTL Catalogue data use…
  5. Fine-mapping: Retrieve Open Targets credible set membership
  6. Unified reporting: Merge, deduplicate, and rank results across all sources

What it can do on your machine

Read from SKILL.md and the folder at commit dece754. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Python, from the files we listed), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • sashagusev.github.io

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Gwas Lookup loads about 1.1k tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 408 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~34
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ClawBio/ClawBio at commit dece754, republished under its MIT licence (© ClawBio). 408 words, ~1,080 tokens.

Download SKILL.mdSave it as .claude/skills/gwas-lookup/SKILL.md (or your agent's skills folder). This skill also uses 30 other files; get the full folder from GitHub.
name
gwas-lookup
description
Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more.
license
MIT
metadata.version
0.1.0

🔍 GWAS Lookup

You are GWAS Lookup, a specialised ClawBio agent for federated variant queries. Your role is to take a single rsID and query 8 genomic databases in parallel, returning a unified report of GWAS associations, PheWAS results, eQTL data, and fine-mapping credible sets.

Inspired by Sasha Gusev's GWAS Lookup.

Core Capabilities

  1. Variant resolution: Resolve rsID → chr:pos (GRCh38 + GRCh37), alleles, consequence, MAF
  2. GWAS association lookup: Query GWAS Catalog, plus trait associations from Open Targets credible sets
  3. PheWAS scanning: Query UKB-TOPMed, FinnGen, and Biobank Japan for phenotype-wide associations
  4. eQTL lookup: Query GTEx for expression associations. The EBI eQTL Catalogue REST API is retired (HTTP 410); for eQTL Catalogue data use eqtl-catalogue-region-fetch
  5. Fine-mapping: Retrieve Open Targets credible set membership
  6. Unified reporting: Merge, deduplicate, and rank results across all sources

Input Formats

  • rsID: Any valid dbSNP rsID (e.g., rs3798220, rs429358, rs7903146)

Databases Queried

DatabaseEndpointCoordinates
EnsemblREST /variation + /vepGRCh38
GWAS CatalogEBI REST APIGRCh38
Open Targets PlatformGraphQL v4 (GWAS credible sets)GRCh38
UKB-TOPMed PheWebPheWeb APIGRCh38
FinnGen r12PheWeb APIGRCh38
Biobank Japan PheWebPheWeb APIGRCh37
GTEx v8Portal API v2GRCh38
LocusZoom PortalDevOmnisearch APIBoth

Workflow

When the user asks to look up a variant:

  1. Resolve: Query Ensembl for variant coordinates, alleles, consequence
  2. Dispatch: Query all 8 remaining APIs in parallel (ThreadPoolExecutor)
  3. Normalise: Merge results, deduplicate, sort by p-value, flag GWS hits
  4. Report: Generate markdown report + CSV tables + figures
Show full SKILL.md (164 more words)Show less

Example Queries

  • "Look up rs3798220"
  • "What are the GWAS associations for rs429358?"
  • "Search all databases for variant rs7903146"
  • "GWAS lookup for the LPA missense variant"

Output Structure

output_directory/
├── report.md                    # Full markdown report
├── result.json                  # Standardised result envelope
├── raw_results.json             # Raw API responses (debug)
├── tables/
│   ├── gwas_associations.csv
│   ├── phewas_ukb.csv
│   ├── phewas_finngen.csv
│   ├── phewas_bbj.csv
│   ├── eqtl_associations.csv
│   └── credible_sets.csv
├── figures/
│   ├── gwas_traits_dotplot.png
│   └── allele_freq_populations.png
└── reproducibility/
    ├── commands.sh              # Command that reproduces this run
    ├── environment.yml
    ├── api_versions.json
    └── checksums.sha256         # cd <output_dir> && sha256sum -c reproducibility/checksums.sha256

Dependencies

Required:

  • requests >= 2.28 (HTTP client)
  • Python 3.10+

Optional:

  • matplotlib >= 3.5 (figures; skipped gracefully if absent)

Safety

  • All processing is local — genetic data never leaves this machine
  • API queries use only public rsIDs (no patient data transmitted)
  • 24-hour local file cache to reduce API load
  • Graceful degradation: failed APIs produce warnings, not crashes
  • Rate limiting per API to respect server policies

Integration with Bio Orchestrator

This skill is invoked by the Bio Orchestrator when:

  • User mentions "GWAS lookup", "variant lookup", "rsID search"
  • User provides an rsID and asks about associations, PheWAS, or eQTLs
  • Query contains keywords: "gwas lookup", "variant search", "rs lookup"

It can be chained with:

  • clinpgx: Look up pharmacogenomic data for genes near the variant
  • gwas-prs: If the variant is part of a polygenic score, calculate PRS
  • lit-synthesizer: Find publications about the variant's associated traits

© ClawBio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 30 other files in skills/gwas-lookup of ClawBio/ClawBio.

  • SKILL.md
  • INTENTS.json
  • data/demo_rs3798220.json
  • gwas_lookup.py
  • gwas_lookup_api/__init__.py
  • gwas_lookup_api/base_client.py
  • gwas_lookup_api/ensembl.py
  • gwas_lookup_api/finngen.py
  • gwas_lookup_api/gtex.py
  • gwas_lookup_api/gwas_catalog.py
  • gwas_lookup_api/open_targets.py
  • gwas_lookup_api/pheweb_bbj.py
  • gwas_lookup_api/pheweb_ukb.py
  • gwas_lookup_api/portaldev.py
  • gwas_lookup_core/__init__.py
  • gwas_lookup_core/normalise.py
  • gwas_lookup_core/report.py
  • gwas_lookup_core/resolve.py
  • … and 13 more

Open the folder on GitHubat commit dece754

Used in 2 other repositories

We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in ClawBio/ClawBio, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Gwas Lookup next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Gwas Lookup compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Gwas Lookup this skillClawBio/ClawBio1.2k2 repos~1.1kAutomated safety check: PassMIT
Alphagenome Single Variant Analysisgoogle-deepmind/science-skills3.2k2 repos~3kAutomated safety check: NotesApache-2.0
13C Metabolic Flux AnalysisK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: PassMIT
Clinvar Databasegoogle-deepmind/science-skills3.2k2 repos~3.9kAutomated safety check: NotesApache-2.0
Metabolic Study Planneraiming-lab/AutoResearchClaw15k—~1.9kAutomated safety check: PassMIT
Dbsnp Databasegoogle-deepmind/science-skills3.2k2 repos~3.4kAutomated safety check: NotesApache-2.0

Similar skills

  • Alphagenome Single Variant Analysis

    google-deepmind/science-skills

    Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API.

    3.2k GitHub starsUsed in 2 repos~3k tokens
    Research & ScienceAuto-check: notes
  • 13C Metabolic Flux Analysis

    K-Dense-AI/scientific-agent-skills

    Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down.

    48k GitHub starsUsed in 1 repo~3.2k tokens
    Research & ScienceAuto-check passed
  • Clinvar Database

    google-deepmind/science-skills

    A skill your agent uses when needing clinical significance, pathogenicity classifications (e.g., Pathogenic, Benign, VUS), clinical evidence rationales, or finding "hard positive" benchmark controls…

    3.2k GitHub starsUsed in 2 repos~3.9k tokens
    Research & ScienceAuto-check: notes
  • Metabolic Study Planner

    aiming-lab/AutoResearchClaw

    Turns a broad metabolic modelling topic into a concrete, paper-shaped plan with organism, model, perturbations, metrics and figures before any FBA code is written.

    15k GitHub stars~1.9k tokensUpdated 1 mo ago
    Research & ScienceAuto-check passed
  • Dbsnp Database

    google-deepmind/science-skills

    A skill your agent uses when you want to look up, map, and search for short genetic variants (SNPs, indels) in NCBI's dbSNP database.

    3.2k GitHub starsUsed in 2 repos~3.4k tokens
    Research & ScienceAuto-check: notes
  • MFA Pipeline Orchestrator

    aiming-lab/AutoResearchClaw

    Runs a metabolic flux analysis from model loading to phenotype prediction and figures by handing work to four sub-agents in sequence.

    15k GitHub stars~923 tokensUpdated 1 mo ago
    Research & ScienceAuto-check passed

More from ClawBio/ClawBio

All 104 skills in this repo
  • Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP.

    1.2k GitHub starsUsed in 1 repo~4.7k tokens
    Auto-check passed
  • Xena Tcga Gene Query

    ClawBio/ClawBio

    Query TCGA tumor biology through the ucscxenatoolspy API. An agent skill from ClawBio/ClawBio.

    1.2k GitHub stars~4.7k tokensUpdated yesterday
    Auto-check passed
  • Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP.

    1.2k GitHub starsUsed in 1 repo~3.5k tokens
    Auto-check passed
  • Dnasp

    ClawBio/ClawBio

    Population genetics of pre-aligned DNA sequences or multi-sample VCFs using selected DnaSP 6 methods.

    1.2k GitHub stars~5.1k tokensUpdated yesterday
    Auto-check passed
  • Compute pairwise r² between a lead variant and every variant in a window using the 1000 Genomes Phase 3 GRCh38 reference panel, ancestry-stratified.

    1.2k GitHub stars~3.9k tokensUpdated yesterday
    Auto-check passed
  • Ncbi Datasets

    ClawBio/ClawBio

    Download genomes, genes, virus sequences, and taxonomy data from NCBI using the datasets and dataformat CLI tools.

    1.2k GitHub starsUsed in 1 repo~2.8k tokens
    Auto-check passed

Questions about Gwas Lookup

What does Gwas Lookup do?

Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more. Gwas Lookup is an agent skill from ClawBio/ClawBio. Federated variant lookup across 8 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, and more.

When should I use Gwas Lookup?

Gwas Lookup fits situations like: tasks that involve Bioinformatics.

How do I install Gwas Lookup in Claude Code?

Run `npx skills add ClawBio/ClawBio --skill gwas-lookup -a claude-code`. Or copy the skill folder (skills/gwas-lookup in ClawBio/ClawBio) into .claude/skills/gwas-lookup in your project. Claude Code loads it when a task matches its description.

How do I install Gwas Lookup in Codex?

Run `npx skills add ClawBio/ClawBio --skill gwas-lookup -a codex`. Or copy the skill folder (skills/gwas-lookup in ClawBio/ClawBio) into .agents/skills/gwas-lookup in your project. Codex loads it when a task matches its description.

Can I use Gwas Lookup in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ClawBio/ClawBio --skill gwas-lookup -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gwas-lookup, .gemini/skills/gwas-lookup, .github/skills/gwas-lookup and .opencode/skills/gwas-lookup in your project.

What does Gwas Lookup need to run?

Going by SKILL.md and its folder, Gwas Lookup needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Gwas Lookup access the network?

SKILL.md names 1 domain. As links in the text: sashagusev.github.io. This is read from the text; nothing was executed.

Is Gwas Lookup safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Gwas Lookup use?

Gwas Lookup is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Gwas Lookup use?

About 1.1k tokens (SKILL.md is roughly 4.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Gwas Lookup?

Skills that share tags, products or a category with Gwas Lookup: Alphagenome Single Variant Analysis (google-deepmind/science-skills, 3.2k stars), 13C Metabolic Flux Analysis (K-Dense-AI/scientific-agent-skills, 48k stars), Clinvar Database (google-deepmind/science-skills, 3.2k stars) and Metabolic Study Planner (aiming-lab/AutoResearchClaw, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Gwas Lookup?

ClawBio (a GitHub organization) maintains it in ClawBio/ClawBio, which has 1,155 GitHub stars. The repository holds 104 skills in this directory. The repository was last updated on October 9, 2026.

Source: ClawBio/ClawBio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.