Agent skill

Tooluniverse Precision Oncology

Provide actionable treatment recommendations for cancer patients based on molecular profile.

No licenceAuto-check passedResearch & Science

Install Tooluniverse Precision Oncology

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a claude-code

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

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology --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-oncology .claude/skills/tooluniverse-precision-oncology && 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/

Paste into Claude Code

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .claude/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wu-yc/LabClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/med/tooluniverse-precision-oncology .agents/skills/tooluniverse-precision-oncology && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .agents/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wu-yc/LabClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/med/tooluniverse-precision-oncology .cursor/skills/tooluniverse-precision-oncology && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .cursor/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/wu-yc/LabClaw.git --path skills/med/tooluniverse-precision-oncology

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wu-yc/LabClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/med/tooluniverse-precision-oncology .gemini/skills/tooluniverse-precision-oncology && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .gemini/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/wu-yc/LabClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/med/tooluniverse-precision-oncology .github/skills/tooluniverse-precision-oncology && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .github/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add wu-yc/LabClaw --skill tooluniverse-precision-oncology -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install wu-yc/LabClaw tooluniverse-precision-oncology --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/wu-yc/LabClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/med/tooluniverse-precision-oncology .opencode/skills/tooluniverse-precision-oncology && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "tooluniverse-precision-oncology" agent skill from https://github.com/wu-yc/LabClaw/tree/main/skills/med/tooluniverse-precision-oncology into .opencode/skills/tooluniverse-precision-oncology/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tooluniverse-precision-oncology", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: tooluniverse-precision-oncology
GitHub stars: 1.1k
Used in: 2 other repos
Token cost: ~8.4k tokens
SKILL.md length: 804 words
Files: 1
Skills in repo: 68
Repo updated: Mar 19, 2026
First seen: Oct 7, 2026
Licence: None found

At a glance

Provide actionable treatment recommendations for cancer patients based on molecular profile.

Works in 9 steps: Tool Verification → Profile Validation → Variant Interpretation → …
Oncologist asks about treatment options for specific mutations (EGFR
SKILL.md covers When to Use, Phase 0: Tool Verification, Workflow Overview and Phase 1: Profile Validation, plus 5 more sections
Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Tooluniverse Precision Oncology is an agent skill from wu-yc/LabClaw. Provide actionable treatment recommendations for cancer patients based on molecular profile. Interprets tumor mutations, identifies FDA-approved therapies, finds resistance mechanisms, matches clinical trials. Use when oncologist asks about treatment options for specific mutations (EGFR, KRAS, BRAF, etc.), therapy resistance, or clinical trial eligibility.

Its SKILL.md is about 8.4k 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. The repository describes itself as: LabClaw – Operating Layer for LabOS (Stanford-Princeton AI Co-Scientists).

When your agent uses it

Oncologist asks about treatment options for specific mutations (EGFR
Therapy resistance
Clinical trial eligibility

Example prompts

“/tooluniverse-precision-oncology”

Requirements

Python 3

Workflow steps

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

Tool Verification
Profile Validation
Variant Interpretation
5: Tumor Expression Context (NEW)
Treatment Options
5: Pathway & Network Analysis (NEW)
Resistance Analysis
Clinical Trial Matching
5: Literature Evidence (NEW)

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 Oncology loads about 8.4k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 804 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~98
When it runs · the whole SKILL.md, loaded when a task matches: ~8.4k

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 804 words (~8,379 tokens).

“Provide actionable treatment recommendations for cancer patients based on their molecular profile using CIViC, ClinVar, OpenTargets, ClinicalTrials.gov, and structure-based analysis.”

— opening of SKILL.md by wu-yc

name: tooluniverse-precision-oncology

Outline of SKILL.md

Precision Oncology Treatment Advisor
When to Use
Phase 0: Tool Verification
Workflow Overview
Phase 1: Profile Validation
1.1 Resolve Gene Identifiers
1.2 Validate Variant Nomenclature
Phase 2: Variant Interpretation
2.1 CIViC Evidence Query
2.2 COSMIC Somatic Mutation Analysis (NEW)
2.3 GDC/TCGA Pan-Cancer Analysis (NEW)
2.4 DepMap Target Validation (NEW)
2.5 OncoKB Actionability Assessment (NEW)
2.6 cBioPortal Cross-Study Analysis (NEW)
2.7 Human Protein Atlas Expression (NEW)
2.8 Evidence Level Mapping
2.4 Output Table
Phase 2.5: Tumor Expression Context (NEW)
2.5.1 Cell-Type Expression in Tumor (CELLxGENE)
2.5.2 Output for Report
Phase 3: Treatment Options
3.1 Approved Therapies
3.2 Treatment Prioritization
3.3 Output Format
Phase 3.5: Pathway & Network Analysis (NEW)
3.5.1 Pathway Context (KEGG/Reactome)
3.5.2 Protein Interaction Network (IntAct)
3.5.3 Output for Report
Phase 4: Resistance Analysis
4.1 Known Mechanisms (Literature + CIViC)

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/med/tooluniverse-precision-oncology 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 Oncology 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 Oncology compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Tooluniverse Precision Oncology this skillwu-yc/LabClaw	1.1k	2 repos	~8.4k	Automated safety check: Pass	None	6 mo ago
Clinical Trials Databasegoogle-deepmind/science-skills	3.2k	2 repos	~3.2k	Automated safety check: Pass	Apache-2.0	yesterday
CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw	617	1 repos	~1.8k	Automated safety check: Pass	None	7 mo ago
Biomedical Analysis Dispatchxjtulyc/MedgeClaw	617	1 repos	~2k	Automated safety check: Pass	None	7 mo ago
Research Paperluwill/research-skills	862	—	~1.9k	Automated safety check: Pass	None	yesterday
Research Proposalluwill/research-skills	862	—	~4.5k	Automated safety check: Notes	None	yesterday

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Tooluniverse Drug Repurposing
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Tooluniverse Expression Data Retrieval
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Tooluniverse Gene Enrichment
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Questions about Tooluniverse Precision Oncology

What does Tooluniverse Precision Oncology do?

Provide actionable treatment recommendations for cancer patients based on molecular profile. Tooluniverse Precision Oncology is an agent skill from wu-yc/LabClaw. Provide actionable treatment recommendations for cancer patients based on molecular profile.

When should I use Tooluniverse Precision Oncology?

Tooluniverse Precision Oncology fits situations like: oncologist asks about treatment options for specific mutations (EGFR; therapy resistance; clinical trial eligibility.

How do I install Tooluniverse Precision Oncology in Claude Code?

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

How do I install Tooluniverse Precision Oncology in Codex?

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

Can I use Tooluniverse Precision Oncology 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-oncology -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-oncology, .gemini/skills/tooluniverse-precision-oncology, .github/skills/tooluniverse-precision-oncology and .opencode/skills/tooluniverse-precision-oncology in your project.

What does Tooluniverse Precision Oncology need to run?

SKILL.md names no scripts, command-line tools or credentials: Tooluniverse Precision Oncology is instructions for the agent only. Our summary lists: Python 3.

Does Tooluniverse Precision Oncology 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 Oncology 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 Oncology use?

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

How many tokens does Tooluniverse Precision Oncology use?

About 8.4k tokens (SKILL.md is roughly 34k 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 Oncology?

Skills that share tags, products or a category with Tooluniverse Precision Oncology: Clinical Trials Database (google-deepmind/science-skills, 3.2k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Biomedical Analysis Dispatch (xjtulyc/MedgeClaw, 617 stars) and Research Paper (luwill/research-skills, 862 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tooluniverse Precision Oncology?

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.

Install Tooluniverse Precision Oncology

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Used in 2 other repositories

Compare with similar skills

Similar skills

More from wu-yc/LabClaw

Related

Questions about Tooluniverse Precision Oncology