Agent skill

Tooluniverse Gwas Drug Discovery

by wu-yc in wu-yc/LabClaw

Transform GWAS signals into actionable drug targets and repurposing opportunities.

No licenceAuto-check passedResearch & Science

Install Tooluniverse Gwas Drug Discovery

skills CLI
$ npx skills add wu-yc/LabClaw --skill tooluniverse-gwas-drug-discovery -a claude-code

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

GitHub CLI
$ gh skill install wu-yc/LabClaw tooluniverse-gwas-drug-discovery --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/wu-yc/LabClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio/tooluniverse-gwas-drug-discovery .claude/skills/tooluniverse-gwas-drug-discovery && 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
tooluniverse-gwas-drug-discovery
GitHub stars
1.1k
Used in
2 other repos
Token cost
~4.7k tokens
SKILL.md length
1,928 words
Files
1
Skills in repo
68
Repo updated
First seen
Licence
None found

At a glance

Transform GWAS signals into actionable drug targets and repurposing opportunities.

  • Works in 12 steps: GWAS Evidence Strength → Druggability Criteria → Target Prioritization Framework → …
  • Discovering drug targets from GWAS data
  • SKILL.md covers Overview, Core Concepts, Workflow Steps and Use Cases, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Tooluniverse Gwas Drug Discovery is an agent skill from wu-yc/LabClaw. Transform GWAS signals into actionable drug targets and repurposing opportunities. Performs locus-to-gene mapping, target druggability assessment, existing drug identification, safety profile evaluation, and clinical trial matching. Use when discovering drug targets from GWAS data, finding drug repurposing opportunities from genetic associations, or translating GWAS findings into therapeutic leads.

Its SKILL.md is about 4.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Content repurposing, Drug discovery and cheminformatics and Translation. The repository describes itself as: LabClaw – Operating Layer for LabOS (Stanford-Princeton AI Co-Scientists).

When your agent uses it

  • Discovering drug targets from GWAS data
  • Finding drug repurposing opportunities from genetic associations
  • Translating GWAS findings into therapeutic leads

Example prompts

  • “/tooluniverse-gwas-drug-discovery”

Workflow steps

12 steps, taken from the step headings in SKILL.md.

  1. GWAS Evidence Strength
  2. Druggability Criteria
  3. Target Prioritization Framework
  4. Drug Repurposing Logic
  5. GWAS Gene Discovery
  6. Druggability Assessment
  7. Target Prioritization
  8. Existing Drug Search
  9. Clinical Evidence
  10. Repurposing Opportunities
  11. Multi-Ancestry GWAS
  12. Functional Validation

What it can do on your machine

Read from SKILL.md and the folder at commit df37802. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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):

    • ebi.ac.uk
    • genetics.opentargets.org
    • phenoscanner.medschl.cam.ac.uk
    • go.drugbank.com
    • dgidb.org
    • platform.opentargets.org
    • pharos.nih.gov
    • clinicaltrials.gov
    • labels.fda.gov

    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

Tooluniverse Gwas Drug Discovery loads about 4.7k tokens when it runs. Until then it costs about 109 tokens; SKILL.md has 1,928 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~4.7k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 1,928 words (~4,728 tokens).

“Transform genome-wide association studies (GWAS) into actionable drug targets and repurposing opportunities.”

— opening of SKILL.md by wu-yc
name
tooluniverse-gwas-drug-discovery

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/bio/tooluniverse-gwas-drug-discovery of wu-yc/LabClaw.

Open the folder on GitHubat commit df37802

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 wu-yc/LabClaw, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Tooluniverse Gwas Drug Discovery 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.

Tooluniverse Gwas Drug Discovery compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Tooluniverse Gwas Drug Discovery this skillwu-yc/LabClaw1.1k2 repos~4.7kAutomated safety check: PassNone
Biomedical Analysis Dispatchxjtulyc/MedgeClaw6171 repos~2kAutomated safety check: PassNone
Drug Researchlamm-mit/scienceclaw2463 repos~1.7kAutomated safety check: PassApache-2.0
Hcls Build Agentaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~885Automated safety check: PassMIT-0
Medical Research ToolkitFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.4kAutomated safety check: PassNone
Hcls Get Startedaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~607Automated safety check: PassMIT-0

Similar skills

  • Routes bioinformatics, drug discovery, clinical and multi-omics tasks from a chat interface to Claude Code sessions running K-Dense scientific skills, with a live dashboard per task.

    617 GitHub starsUsed in 1 repo~2k tokens
    Research & ScienceAuto-check passed
  • Drug Research

    lamm-mit/scienceclaw

    Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections.

    246 GitHub starsUsed in 3 repos~1.7k tokens
    Research & ScienceAuto-check passed
  • Hcls Build Agent

    aws-samples/amazon-bedrock-agents-healthcare-lifesciences

    Official

    A skill your agent uses when a developer wants to build a new healthcare or life sciences agent, structure tools and system prompts for an HCLS workflow, or create a Strands agent with…

    274 GitHub stars~885 tokensUpdated 9 days ago
    Research & ScienceAuto-check passed
  • Medical Research Toolkit

    FreedomIntelligence/OpenClaw-Medical-Skills

    Query 14+ biomedical databases for drug repurposing, target discovery, clinical trials, and literature research.

    3.1k GitHub starsUsed in 1 repo~2.4k tokens
    Research & ScienceAuto-check passed
  • Hcls Get Started

    aws-samples/amazon-bedrock-agents-healthcare-lifesciences

    Official

    A skill your agent uses when a developer asks how to get started building healthcare or life sciences agents, wants to understand the HCLS Agents Toolkit, or asks what's available in this repository.

    274 GitHub stars~607 tokensUpdated 9 days ago
    Research & ScienceAuto-check passed
  • Pharma DB Tools

    DrugClaw/DrugClaw

    Query public drug-discovery and translational-research databases including PubChem, ChEMBL, BindingDB, openFDA, ClinicalTrials.gov, and OpenAlex.

    126 GitHub stars~1.4k tokensUpdated 6 mo ago
    Research & ScienceAuto-check passed

More from wu-yc/LabClaw

All 68 skills in this repo
  • Retrieves chemical compound information from PubChem and ChEMBL with disambiguation, cross-referencing, and quality assessment.

    1.1k GitHub starsUsed in 2 repos~2.3k tokens
    Auto-check passed
  • Search and retrieve clinical practice guidelines across 12+ authoritative sources including NICE, WHO, ADA, AHA/ACC, NCCN, SIGN, CPIC, CMA, CTFPHC, GIN, MAGICapp, PubMed, EuropePMC, TRIP, and…

    1.1k GitHub starsUsed in 2 repos~4.9k tokens
    Auto-check passed
  • Generate comprehensive disease research reports using 100+ ToolUniverse tools.

    1.1k GitHub starsUsed in 2 repos~4.7k tokens
    Auto-check passed
  • Identify drug repurposing candidates using ToolUniverse for target-based, compound-based, and disease-driven strategies.

    1.1k GitHub starsUsed in 2 repos~4.4k tokens
    Auto-check passed
  • Retrieves gene expression and omics datasets from ArrayExpress and BioStudies with gene disambiguation, experiment quality assessment, and structured reports.

    1.1k GitHub starsUsed in 2 repos~2.6k tokens
    Auto-check passed
  • Perform comprehensive gene enrichment and pathway analysis using gseapy (ORA and GSEA), PANTHER, STRING, Reactome, and 40+ ToolUniverse tools.

    1.1k GitHub starsUsed in 2 repos~4k tokens
    Auto-check passed

Questions about Tooluniverse Gwas Drug Discovery

What does Tooluniverse Gwas Drug Discovery do?

Transform GWAS signals into actionable drug targets and repurposing opportunities. Tooluniverse Gwas Drug Discovery is an agent skill from wu-yc/LabClaw. Transform GWAS signals into actionable drug targets and repurposing opportunities.

When should I use Tooluniverse Gwas Drug Discovery?

Tooluniverse Gwas Drug Discovery fits situations like: discovering drug targets from GWAS data; finding drug repurposing opportunities from genetic associations; translating GWAS findings into therapeutic leads.

How do I install Tooluniverse Gwas Drug Discovery in Claude Code?

Run `npx skills add wu-yc/LabClaw --skill tooluniverse-gwas-drug-discovery -a claude-code`. Or copy the skill folder (skills/bio/tooluniverse-gwas-drug-discovery in wu-yc/LabClaw) into .claude/skills/tooluniverse-gwas-drug-discovery in your project. Claude Code loads it when a task matches its description.

How do I install Tooluniverse Gwas Drug Discovery in Codex?

Run `npx skills add wu-yc/LabClaw --skill tooluniverse-gwas-drug-discovery -a codex`. Or copy the skill folder (skills/bio/tooluniverse-gwas-drug-discovery in wu-yc/LabClaw) into .agents/skills/tooluniverse-gwas-drug-discovery in your project. Codex loads it when a task matches its description.

Can I use Tooluniverse Gwas Drug Discovery 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 wu-yc/LabClaw --skill tooluniverse-gwas-drug-discovery -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tooluniverse-gwas-drug-discovery, .gemini/skills/tooluniverse-gwas-drug-discovery, .github/skills/tooluniverse-gwas-drug-discovery and .opencode/skills/tooluniverse-gwas-drug-discovery in your project.

What does Tooluniverse Gwas Drug Discovery need to run?

SKILL.md names no scripts, command-line tools or credentials: Tooluniverse Gwas Drug Discovery is instructions for the agent only.

Does Tooluniverse Gwas Drug Discovery access the network?

SKILL.md names 9 domains. As links in the text: ebi.ac.uk, genetics.opentargets.org, phenoscanner.medschl.cam.ac.uk, go.drugbank.com, dgidb.org, platform.opentargets.org, pharos.nih.gov, clinicaltrials.gov and labels.fda.gov. This is read from the text; nothing was executed.

Is Tooluniverse Gwas Drug Discovery 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 Tooluniverse Gwas Drug Discovery use?

No licence was found for Tooluniverse Gwas Drug Discovery or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Tooluniverse Gwas Drug Discovery use?

About 4.7k tokens (SKILL.md is roughly 19k 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 Tooluniverse Gwas Drug Discovery?

Skills that share tags, products or a category with Tooluniverse Gwas Drug Discovery: Biomedical Analysis Dispatch (xjtulyc/MedgeClaw, 617 stars), Drug Research (lamm-mit/scienceclaw, 246 stars), Hcls Build Agent (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars) and Medical Research Toolkit (FreedomIntelligence/OpenClaw-Medical-Skills, 3.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tooluniverse Gwas Drug Discovery?

wu-yc (a GitHub user) maintains it in wu-yc/LabClaw, which has 1,055 GitHub stars. The repository holds 68 skills in this directory. The repository was last updated on March 19, 2026.

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