equity-scorer

equity-scorer is a skill for Claude Code from ClawBio/ClawBio. It costs 43 tokens per session (1,806 once invoked), scanned A, original, no licence file.

A genetics analysis tool that calculates diversity and equity measures from VCF or ancestry data. VCF is a common file format for genetic variants; the results include heterozygosity, FST, principal-component analysis plots, and a combined HEIM Equity Score.

In plain words
What is it for?
Use it to calculate diversity metrics, compare genetic populations, create PCA plots, and produce Markdown reports with a composite equity score.
Why use it?
It brings several population-genetics measurements together in one analysis and report. This makes it easier to assess genetic diversity and differences between groups.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the clawbio plugin — 98 skills, 4 commands shipped together

Good fit Use it to calculate diversity metrics, compare genetic populations, create PCA plots, and produce Markdown reports with a composite equity score.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/clawbio/clawbio/equity-scorer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ClawBio/ClawBio --skill equity-scorer
Clone the repo
git clone --depth 1 https://github.com/ClawBio/ClawBio

Made for: Claude Code.

Or install clawbio, the plugin that ships this one along with the rest of its 98 skills, 4 commands.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for equity-scorer

README.md
[![agentmods](https://agentmods.dev/badge/skills/clawbio/clawbio/equity-scorer.svg)](https://agentmods.dev/skills/clawbio/clawbio/equity-scorer)
Your own site
<a href="https://agentmods.dev/skills/clawbio/clawbio/equity-scorer"><img src="https://agentmods.dev/badge/skills/clawbio/clawbio/equity-scorer.svg" alt="Measured on agentmods" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,806 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00043 $0.01806
Opus 5 $0.00022 $0.00903
Sonnet 5 $0.00009 $0.00361
Haiku 4.5 $0.00004 $0.00181

Measured 4d ago against content hash 6e96b4650e2c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

equity-scorer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

The scan reads SKILL.md. This mod also ships 4 executable files (api.py, equity_scorer.py, tests/test_equity_scorer.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/equity-scorer/SKILL.md · 187 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago Changed · +7 lines 6e96b4650e2c
  2. 8d ago First seen · 180 lines · 43 tokens per session scan A f0df4594f9c0

Subscribe to this mod's changes

equity-scorer is a skill published in the GitHub repository ClawBio/ClawBio (1,126 stars, last pushed today), with no licence file. It adds 43 tokens to every session and 1,806 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

biomcp

Search and retrieve biomedical data - genes, variants, clinical trials, diagnostic tests, articles, drugs, diseases, pathways, proteins, adverse events, pharmacogenomics, and phenotype-disease matching. Use for gene function, variant pathogenicity, trials, diagnostics, drug safety, pathway context, disease workups…

genomoncology/biomcp · 70 tokens

cellxgene-census-query

Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, and integrate with scanpy/PyTorch for population-scale single-cell analysis. Use this skill when: (1) Querying single-cell expression data by cell type, tissue, or disease, (2) Exploring available single-cell datasets…

PharMolix/OpenBioMed · 105 tokens

biomcp-research

Do biomedical literature and variant research with the BioMCP CLI, and file what you learn about the tool itself as issues in the biomcp repo.

genomoncology/biomcp · 36 tokens

biological-expert

Expert-level biology, biotechnology, genetics, bioinformatics, and computational biology. Use when the user mentions biology, biotechnology, genetics, bioinformatics, or genomics, or when the task involves Molecular Biology, Genomics & Bioinformatics, Systems Biology, or Data Analysis.

personamanagmentlayer/pcl · 59 tokens

genomics-cnv-calling

Load when calling CNV segments via CBS-style segmentation on a bin-level log2-ratio CSV from exome / WGS coverage — emits per-segment 5-class CN state (amplification / gain / neutral / loss / deepdeletion), per-chromosome summary, genome-fraction-altered. Skip when working with single-cell / spatial CNV (use…

TianGzlab/OmicsClaw · 95 tokens

genomics-variant-annotation

Load when summarising functional impact of an annotated variant CSV — per-IMPACT counts (HIGH / MODERATE / LOW / MODIFIER), top consequences, gene-affected count. Skip when input is a raw VCF (convert with bcftools +split-vep first); calling raw variants (use genomics-variant-calling); filtering VCFs (use…

TianGzlab/OmicsClaw · 91 tokens