Agent skill

Tooluniverse Pharmacovigilance

by wu-yc in wu-yc/LabClaw

Analyze drug safety signals from FDA adverse event reports, label warnings, and pharmacogenomic data.

No licenceAuto-check passedResearch & Science

Install Tooluniverse Pharmacovigilance

skills CLI
$ npx skills add wu-yc/LabClaw --skill tooluniverse-pharmacovigilance -a claude-code

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

GitHub CLI
$ gh skill install wu-yc/LabClaw tooluniverse-pharmacovigilance --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/pharma/tooluniverse-pharmacovigilance .claude/skills/tooluniverse-pharmacovigilance && 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-pharmacovigilance
GitHub stars
1.1k
Used in
2 other repos
Token cost
~5.5k tokens
SKILL.md length
658 words
Files
1
Skills in repo
68
Repo updated
First seen
Licence
None found

At a glance

Analyze drug safety signals from FDA adverse event reports, label warnings, and pharmacogenomic data.

  • Works in 9 steps: Report-First Approach (MANDATORY) → Citation Requirements (MANDATORY) → Drug Identification → …
  • Asked about drug safety
  • SKILL.md covers When to Use, Critical Workflow Requirements, Phase 0: Tool Verification and Workflow Overview, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Tooluniverse Pharmacovigilance is an agent skill from wu-yc/LabClaw. Analyze drug safety signals from FDA adverse event reports, label warnings, and pharmacogenomic data. Calculates disproportionality measures (PRR, ROR), identifies serious adverse events, assesses pharmacogenomic risk variants. Use when asked about drug safety, adverse events, post-market surveillance, or risk-benefit assessment.

Its SKILL.md is about 5.5k 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. The repository describes itself as: LabClaw – Operating Layer for LabOS (Stanford-Princeton AI Co-Scientists).

When your agent uses it

  • Asked about drug safety
  • Post-market surveillance
  • Risk-benefit assessment

Example prompts

  • “/tooluniverse-pharmacovigilance”

Requirements

  • Python 3

Workflow steps

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

  1. Report-First Approach (MANDATORY)
  2. Citation Requirements (MANDATORY)
  3. Drug Identification
  4. FAERS Analysis
  5. Label Warnings
  6. Pharmacogenomics
  7. Clinical Trials
  8. Signal Prioritization
  9. 8: Synthesis

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 markdown and python).

    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 Pharmacovigilance loads about 5.5k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 658 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~91
When it runs · the whole SKILL.md, loaded when a task matches
~5.5k

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 658 words (~5,518 tokens).

“Systematic drug safety analysis using FAERS adverse event data, FDA labeling, PharmGKB pharmacogenomics, and clinical trial safety signals.”

— opening of SKILL.md by wu-yc
name
tooluniverse-pharmacovigilance

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/pharma/tooluniverse-pharmacovigilance 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 Pharmacovigilance 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 Pharmacovigilance compared with similar skills
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Tooluniverse Pharmacovigilance this skillwu-yc/LabClaw1.1k2 repos~5.5kAutomated safety check: PassNone
Hypothesis Generationspacering-net/codeg3.9k14 repos~3.6kAutomated safety check: NotesMIT
GitHub Deep Researchbytedance/deer-flow84k4 repos~1.3kAutomated safety check: PassMIT
Nature Paper CardYuan1z0825/nature-skills47k2 repos~2.1kAutomated safety check: PassApache-2.0
Content Research Writerweapp-tailwindcss/weapp-tailwindcss1.9k25 repos~3.5kAutomated safety check: PassMIT
Last30daysmvanhorn/last30days-skill64k—~7.9kAutomated safety check: NotesMIT

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Questions about Tooluniverse Pharmacovigilance

What does Tooluniverse Pharmacovigilance do?

Analyze drug safety signals from FDA adverse event reports, label warnings, and pharmacogenomic data. Tooluniverse Pharmacovigilance is an agent skill from wu-yc/LabClaw. Analyze drug safety signals from FDA adverse event reports, label warnings, and pharmacogenomic data.

When should I use Tooluniverse Pharmacovigilance?

Tooluniverse Pharmacovigilance fits situations like: asked about drug safety; post-market surveillance; risk-benefit assessment.

How do I install Tooluniverse Pharmacovigilance in Claude Code?

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

How do I install Tooluniverse Pharmacovigilance in Codex?

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

Can I use Tooluniverse Pharmacovigilance 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-pharmacovigilance -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-pharmacovigilance, .gemini/skills/tooluniverse-pharmacovigilance, .github/skills/tooluniverse-pharmacovigilance and .opencode/skills/tooluniverse-pharmacovigilance in your project.

What does Tooluniverse Pharmacovigilance need to run?

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

Does Tooluniverse Pharmacovigilance 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 Pharmacovigilance 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 Pharmacovigilance use?

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

How many tokens does Tooluniverse Pharmacovigilance use?

About 5.5k tokens (SKILL.md is roughly 22k 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 Pharmacovigilance?

Skills that share tags, products or a category with Tooluniverse Pharmacovigilance: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Tooluniverse Pharmacovigilance?

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.