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Agent skill

Tooluniverse Precision Medicine Stratification

by wu-yc in wu-yc/LabClaw

Comprehensive patient stratification for precision medicine by integrating genomic, clinical, and therapeutic data.

No licenceAuto-check passedResearch & Science

Install Tooluniverse Precision Medicine Stratification

skills CLI
$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-medicine-stratification -a claude-code

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

GitHub CLI
$ gh skill install wu-yc/LabClaw tooluniverse-precision-medicine-stratification --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/med/tooluniverse-precision-medicine-stratification .claude/skills/tooluniverse-precision-medicine-stratification && 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-precision-medicine-stratification
GitHub stars
1.1k
Used in
2 other repos
Token cost
~12k tokens
SKILL.md length
3,232 words
Files
1
Skills in repo
68
Repo updated
First seen
Licence
None found

At a glance

Comprehensive patient stratification for precision medicine by integrating genomic, clinical, and therapeutic data.

  • Works in 10 steps: Tool Parameter Reference (CRITICAL) → Disease Disambiguation & Profile… → Genetic Risk Assessment → …
  • Clinicians ask about patient risk stratification
  • SKILL.md covers When to Use, Input Parsing, Phase 0: Tool Parameter… and Workflow Overview, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Tooluniverse Precision Medicine Stratification is an agent skill from wu-yc/LabClaw. Comprehensive patient stratification for precision medicine by integrating genomic, clinical, and therapeutic data. Given a disease/condition, genomic data (germline variants, somatic mutations, expression), and optional clinical parameters, performs multi-phase analysis across 9 phases covering disease disambiguation, genetic risk assessment, disease-specific molecular stratification, pharmacogenomic profiling, comorbidity/DDI risk, pathway analysis, clinical evidence and guideline mapping, clinical trial…

Its SKILL.md is about 12k 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 Clinical and healthcare research and Bioinformatics. The repository describes itself as: LabClaw – Operating Layer for LabOS (Stanford-Princeton AI Co-Scientists).

When your agent uses it

  • Clinicians ask about patient risk stratification
  • Treatment selection
  • Prognosis prediction
  • Personalized therapeutic strategy across cancer

Example prompts

  • “/tooluniverse-precision-medicine-stratification”

Workflow steps

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

  1. Tool Parameter Reference (CRITICAL)
  2. Disease Disambiguation & Profile Standardization
  3. Genetic Risk Assessment
  4. Disease-Specific Molecular Stratification
  5. Pharmacogenomic Profiling
  6. Comorbidity & Drug Interaction Risk
  7. Molecular Pathway Analysis
  8. Clinical Evidence & Guidelines
  9. Clinical Trial Matching
  10. Integrated Scoring & Recommendations

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 (its code samples are python and markdown).

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

  • Network

    No URLs in SKILL.md.

    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 Precision Medicine Stratification loads about 12k tokens when it runs. Until then it costs about 263 tokens; SKILL.md has 3,232 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~263
When it runs · the whole SKILL.md, loaded when a task matches
~12k

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 3,232 words (~12,124 tokens).

“Transform patient genomic and clinical profiles into actionable risk stratification, treatment recommendations, and personalized therapeutic strategies. Integrates germline genetics, somatic alterations, pharmacogenomics, pathway biology, and clinical evidence to produce a quantitative risk score with tiered management recommendations.”

— opening of SKILL.md by wu-yc
name
tooluniverse-precision-medicine-stratification

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/med/tooluniverse-precision-medicine-stratification 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 Precision Medicine Stratification 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 Precision Medicine Stratification compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Tooluniverse Precision Medicine Stratification this skillwu-yc/LabClaw1.1k2 repos~12kAutomated safety check: PassNone
Biomedical Analysis Dispatchxjtulyc/MedgeClaw6171 repos~2kAutomated safety check: PassNone
Genomics Variant Interpretationaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~1.5kAutomated safety check: PassMIT-0
Hcls Build Agentaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~885Automated safety check: PassMIT-0
PacsomaticK-Dense-AI/scientific-agent-skills48k1 repos~1.6kAutomated safety check: PassMIT
Hcls Get Startedaws-samples/amazon-bedrock-agents-healthcare-lifesciences274—~607Automated safety check: PassMIT-0

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Categories

Questions about Tooluniverse Precision Medicine Stratification

What does Tooluniverse Precision Medicine Stratification do?

Comprehensive patient stratification for precision medicine by integrating genomic, clinical, and therapeutic data. Tooluniverse Precision Medicine Stratification is an agent skill from wu-yc/LabClaw. Comprehensive patient stratification for precision medicine by integrating genomic, clinical, and therapeutic data.

When should I use Tooluniverse Precision Medicine Stratification?

Tooluniverse Precision Medicine Stratification fits situations like: clinicians ask about patient risk stratification; treatment selection; prognosis prediction; personalized therapeutic strategy across cancer.

How do I install Tooluniverse Precision Medicine Stratification in Claude Code?

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

How do I install Tooluniverse Precision Medicine Stratification in Codex?

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

Can I use Tooluniverse Precision Medicine Stratification 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-precision-medicine-stratification -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-precision-medicine-stratification, .gemini/skills/tooluniverse-precision-medicine-stratification, .github/skills/tooluniverse-precision-medicine-stratification and .opencode/skills/tooluniverse-precision-medicine-stratification in your project.

What does Tooluniverse Precision Medicine Stratification need to run?

SKILL.md names no scripts, command-line tools or credentials: Tooluniverse Precision Medicine Stratification is instructions for the agent only.

Does Tooluniverse Precision Medicine Stratification access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Tooluniverse Precision Medicine Stratification 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 Precision Medicine Stratification use?

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

How many tokens does Tooluniverse Precision Medicine Stratification use?

About 12k tokens (SKILL.md is roughly 48k 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 Precision Medicine Stratification?

Skills that share tags, products or a category with Tooluniverse Precision Medicine Stratification: Biomedical Analysis Dispatch (xjtulyc/MedgeClaw, 617 stars), Genomics Variant Interpretation (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), Hcls Build Agent (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars) and Pacsomatic (K-Dense-AI/scientific-agent-skills, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tooluniverse Precision Medicine Stratification?

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.