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.
git clone --depth 1 https://github.com/AlterLab-IEU/AlterLab-Academic-SkillsWrote 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.
[](https://agentmods.dev/plugins/alterlab-ieu/alterlab-academic-skills/alterlab-bioinformatics)<a href="https://agentmods.dev/plugins/alterlab-ieu/alterlab-academic-skills/alterlab-bioinformatics"><img src="https://agentmods.dev/badge/plugins/alterlab-ieu/alterlab-academic-skills/alterlab-bioinformatics/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.
<a href="https://agentmods.dev/plugins/alterlab-ieu/alterlab-academic-skills/alterlab-bioinformatics"><img src="https://agentmods.dev/badge/plugins/alterlab-ieu/alterlab-academic-skills/alterlab-bioinformatics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
alterlab-bioinformatics 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 1mo 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.
What it actually says
{
"name": "alterlab-bioinformatics",
"source": "./skills/bioinformatics",
"description": "Genomics, proteomics, and single-cell analysis (Scanpy, BioPython, pysam, ESM) (38 skills)",
"version": "3.0.1",
"author": {
"name": "AlterLab @ Izmir University of Economics",
"url": "https://github.com/AlterLab-IEU"
},
"homepage": "https://github.com/AlterLab-IEU/AlterLab-Academic-Skills",
"license": "MIT AND Apache-2.0 AND GPL-2.0 AND GPL-3.0",
"category": "science",
"keywords": [
"genomics",
"proteomics",
"single-cell",
"scanpy",
"biopython"
],
"strict": false,
"skills": [
"./alterlab-alphafold",
"./alterlab-anndata",
"./alterlab-arboreto",
"./alterlab-biopython",
"./alterlab-bioservices",
"./alterlab-blast",
"./alterlab-boltz",
"./alterlab-borzoi",
"./alterlab-cellxgene",
"./alterlab-chai",
"./alterlab-cobrapy",
"./alterlab-deeptools",
"./alterlab-esm",
"./alterlab-etetoolkit",
"./alterlab-flowio",
"./alterlab-gget",
"./alterlab-glycoengineering",
"./alterlab-histolab",
"./alterlab-lamindb",
"./alterlab-ligandmpnn",
"./alterlab-neuropixels",
"./alterlab-nf-core-sarek",
"./alterlab-pathml",
"./alterlab-phylogenetics",
"./alterlab-proteinmpnn",
"./alterlab-pydeseq2",
"./alterlab-pyopenms",
"./alterlab-pysam",
"./alterlab-qiime2-amplicon",
"./alterlab-rfdiffusion",
"./alterlab-rnaseq-quant",
"./alterlab-scanpy",
"./alterlab-scgpt",
"./alterlab-scikit-bio",
"./alterlab-scvelo",
"./alterlab-scvi-tools",
"./alterlab-squidpy-spatial",
"./alterlab-tiledbvcf"
]
}What it installs
The manifest is a name and a version. 38 skills travel with it, and installing the plugin installs all of them — 5,339 tokens a session between them. Each is measured on its own page, and each can be installed alone.
- Skill alterlab-qiime2-amplicon A 270 tokens
- Skill alterlab-cobrapy A 91 tokens
- Skill alterlab-deeptools A 173 tokens
- Skill alterlab-phylogenetics A 152 tokens
- Skill alterlab-anndata A 133 tokens
- Skill alterlab-esm A 101 tokens
- Skill alterlab-glycoengineering A 106 tokens
- Skill alterlab-rnaseq-quant A 227 tokens
- Skill alterlab-tiledbvcf A 93 tokens
- Skill alterlab-arboreto A 97 tokens
- Skill alterlab-blast A 216 tokens
- Skill alterlab-histolab A 132 tokens
- Skill alterlab-nf-core-sarek A 283 tokens
- Skill alterlab-pathml A 147 tokens
- Skill alterlab-squidpy-spatial A 201 tokens
- Skill alterlab-gget A 94 tokens
- Skill alterlab-pydeseq2 A 88 tokens
- Skill alterlab-pyopenms A 81 tokens
- Skill alterlab-alphafold A 176 tokens
- Skill alterlab-boltz A 163 tokens
- Skill alterlab-cellxgene A 101 tokens
- Skill alterlab-chai A 160 tokens
- Skill alterlab-etetoolkit A 99 tokens
- Skill alterlab-flowio A 96 tokens
- Skill alterlab-rfdiffusion A 172 tokens
- Skill alterlab-scgpt A 163 tokens
- Skill alterlab-borzoi A 164 tokens
- Skill alterlab-ligandmpnn A 178 tokens
- Skill alterlab-proteinmpnn A 173 tokens
- Skill alterlab-scvi-tools A 102 tokens
- Skill alterlab-scikit-bio A 90 tokens
- Skill alterlab-bioservices A 97 tokens
- Skill alterlab-scanpy A 143 tokens
- Skill alterlab-lamindb A 114 tokens
- Skill alterlab-neuropixels A 122 tokens
- Skill alterlab-scvelo A 130 tokens
- Skill alterlab-biopython A 113 tokens
- Skill alterlab-pysam A 98 tokens
What ships with it
1 file beside marketplace.json#alterlab-bioinformatics 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.
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.
- 1mo ago Changed a9dead208c77
- 1mo ago First seen · 61 lines scan A 61434a82dd73
alterlab-bioinformatics is a plugin published in the GitHub repository AlterLab-IEU/AlterLab-Academic-Skills (78 stars, last pushed yesterday), 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 2026-09-03.
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