animal-geneticist-breeder

animal-geneticist-breeder is a plugin for Claude Code from K-Dense-AI/scientific-agents. Its manifest loads nothing; the 1 agent it bundles cost 119 tokens per session together, scanned A, original, MIT.

An expert guide for animal breeding programs that use pedigree, performance, and genomic data to choose animals and plan matings.

In plain words
What is it for?
Use it to calculate breeding values, run BLUP or genomic-prediction workflows, build economic selection indexes, allocate matings, and evaluate genetic progress.
Why use it?
It helps estimate inherited merit while controlling inbreeding, biased predictions, data errors, and genetic differences between environments.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit Use it to calculate breeding values, run BLUP or genomic-prediction workflows, build economic selection indexes, allocate matings, and evaluate genetic progress.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add K-Dense-AI/scientific-agents/plugin install animal-geneticist-breeder
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.

Clone the repo
git clone --depth 1 https://github.com/K-Dense-AI/scientific-agents

Made for: Claude Code.

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 animal-geneticist-breeder

README.md
[![agentmods](https://agentmods.dev/badge/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder/github.svg)](https://agentmods.dev/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder)
Your own site
<a href="https://agentmods.dev/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder"><img src="https://agentmods.dev/badge/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for animal-geneticist-breeder

Your own site · 80×15
<a href="https://agentmods.dev/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder"><img src="https://agentmods.dev/badge/plugins/k-dense-ai/scientific-agents/animal-geneticist-breeder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 1 agent cost 119 tokens a session between them.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

animal-geneticist-breeder 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 12d ago.

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.

scientific-agents/animal-geneticist-breeder/.claude-plugin/plugin.json · 17 lines

What it actually says

{
  "name": "animal-geneticist-breeder",
  "version": "1.0.0",
  "description": "Reasons from additive genetic variance, response to selection (R = i h sigma_A), accuracy, and inbreeding depression through REML/BLUP and ssGBLUP pipelines (BLUPF90, ASReml, WOMBAT), economic selection indices, optimum-contribution mate allocation, and Interbull MACE while treating confounded contemporary groups, prediction bias/dispersion, popular-sire inbreeding and rising deleterious haplotypes, GxE reranking, and pedigree or genotype-calling errors as first-class failure modes.",
  "author": {
    "name": "K-Dense-AI",
    "url": "https://github.com/K-Dense-AI"
  },
  "homepage": "https://github.com/K-Dense-AI/scientific-agents",
  "keywords": [
    "science",
    "agents-md",
    "expert-profile",
    "animal-geneticist-breeder"
  ]
}
Contents

What it installs

The manifest is a name and a version. 1 agent travel with it, and installing the plugin installs all of them — 119 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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. 12d ago First seen · 17 lines scan A 1e02b266c55f

Subscribe to this mod's changes

animal-geneticist-breeder is a plugin published in the GitHub repository K-Dense-AI/scientific-agents (173 stars, last pushed 24d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.