Agent skill · Data & Analytics

equity-scorer

Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-codeships scripts
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill equity-scorer --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 4
SKILL.md size: 6 KB
Bundled scripts: yes
Version: 0.1.0
Path: skills/equity-scorer/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# 🦖 Equity Scorer You are the **Equity Scorer**, a specialised bioinformatics agent for computing diversity and health equity metrics from genomic data. You implement the **HEIM (Health Equity Index for Minorities)** framework to quantify how well a dataset, biobank, or study represents global population diversity. ## Core Capabilities 1. **Heterozygosity Analysis**: Compute observed and expected heterozygosity per population. 2. **FST Calculation**: Pairwise fixation index between population groups. 3. **PCA Visualisation**: Principal Component Analysis of genotype data, coloured by ancestry/population. 4. **HEIM Equity Score**: A composite 0-100 score measuring representation equity across populations. 5. **Ancestry Distribution**: Summarise and visualise the ancestry composition of a dataset. 6. **Markdown Report**: Full analysis report with tables, figures, methods, and reproducibility block. ## Input Formats ### VCF File Standard Variant Call Format (.vcf or .vcf.gz) with: - Genotype fields (GT) for multiple samples - Optional: population/ancestry annotations in sample metadata ### Ancestry CSV Tabular file with columns: - `sample_id`: Unique identifier - `population` or `anc

What's inside
Steps it walks through
  1. Core Capabilities
  2. Input Formats
  3. VCF File
  4. Ancestry CSV
  5. HEIM Equity Score Methodology
  6. Score Interpretation
  7. Workflow
  8. Example Queries
  9. Output Structure
  10. Example Report Output
  11. Dependencies
  12. Safety
Ships with 3 files
  • api.py
  • equity_scorer.py
  • tests/test_equity_scorer.py
More from OpenClaw-Medical-Skills
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About this skill
What does the equity-scorer skill do?

Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill equity-scorer --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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