ToolUniverse is a collection of tools, interfaces, and supporting components for building AI systems that perform scientific work. It is for developers creating AI scientist agents that use APIs, databases, machine-learning tools, and domain-specific utilities. The catalogue includes skills, commands, an MCP server, an agent, and a hook for working with the ecosystem.
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/mims-harvard/ToolUniverseWrote 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/mims-harvard/tooluniverse/plugin)<a href="https://agentmods.dev/plugins/mims-harvard/tooluniverse/plugin"><img src="https://agentmods.dev/badge/plugins/mims-harvard/tooluniverse/plugin/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/mims-harvard/tooluniverse/plugin"><img src="https://agentmods.dev/badge/plugins/mims-harvard/tooluniverse/plugin.svg" alt="Reviewed on agentmods" width="80" height="20"></a>Grade A, and why
tooluniverse 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 5d 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": "tooluniverse",
"description": "1000+ scientific research tools for biology, chemistry, medicine, and data science. Access PubMed, UniProt, PubChem, TCGA, NHANES, GWAS Catalog, and hundreds more databases through a unified MCP interface. Includes 120+ specialized research skills for genomics, drug discovery, clinical analysis, protein variant interpretation, and more.",
"version": "1.5.8",
"author": {
"name": "Shanghua Gao",
"url": "https://shgao.site"
},
"homepage": "https://aiscientist.tools",
"repository": "https://github.com/mims-harvard/ToolUniverse",
"license": "Apache-2.0",
"keywords": [
"science",
"biology",
"chemistry",
"medicine",
"genomics",
"bioinformatics",
"rna-seq",
"deseq2",
"phylogenetics",
"drug-discovery",
"clinical-trials",
"pubmed",
"uniprot",
"pubchem",
"tcga",
"research",
"mcp"
]
}
What it installs
The manifest is a name and a version. 162 skills, 8 commands, 1 agent, 1 hook, 1 MCP server travel with it, and installing the plugin installs all of them — 18,140 tokens a session between them. Each is measured on its own page, and each can be installed alone.
- Skill tooluniverse A 448 tokens
- Skill tooluniverse-variant-analysis A 317 tokens
- Skill tooluniverse-biomedical-fact-lookup A 184 tokens
- Skill tooluniverse-gene-enrichment A 102 tokens
- Skill tooluniverse-model-organism-genetics A 156 tokens
- Skill tooluniverse-phylogenetics A 155 tokens
- Skill tooluniverse-rnaseq-deseq2 A 132 tokens
- Skill tooluniverse-statistical-modeling A 90 tokens
- Skill tooluniverse-comparative-genomics A 90 tokens
- Skill tooluniverse-organic-chemistry A 86 tokens
- Skill tooluniverse-regulatory-genomics A 190 tokens
- Skill tooluniverse-regulatory-variant-analysis A 104 tokens
- Skill tooluniverse-residue-functional-mechanism-interpretation A 138 tokens
- Skill tooluniverse-sequence-analysis A 76 tokens
- Skill tooluniverse-single-cell A 146 tokens
- Skill tooluniverse-structural-proteomics A 186 tokens
- Skill tooluniverse-systems-biology A 72 tokens
- Skill tooluniverse-variant-interpretation A 143 tokens
- Skill tooluniverse-acmg-variant-classification A 127 tokens
- Skill tooluniverse-admet-prediction A 106 tokens
- Skill tooluniverse-cancer-variant-interpretation A 93 tokens
- Skill tooluniverse-cell-line-profiling A 100 tokens
- Skill tooluniverse-clinical-guidelines A 94 tokens
- Skill tooluniverse-computational-biophysics A 97 tokens
- Skill tooluniverse-drug-drug-interaction A 81 tokens
- Skill tooluniverse-drug-repurposing A 78 tokens
- Skill tooluniverse-drug-target-validation A 82 tokens
- Skill tooluniverse-epidemiological-analysis A 85 tokens
- Skill tooluniverse-literature-deep-research A 73 tokens
- Skill tooluniverse-microbiome-research A 154 tokens
- Skill tooluniverse-peptide-target-deorphanization A 195 tokens
- Skill tooluniverse-pharmacogenomics A 80 tokens
- Skill tooluniverse-pharmacovigilance A 96 tokens
- Skill tooluniverse-polygenic-risk-score A 72 tokens
- Skill tooluniverse-population-genetics A 66 tokens
- Skill tooluniverse-product-safety-surveillance A 285 tokens
- Skill tooluniverse-protein-interactions A 97 tokens
- Skill tooluniverse-protein-structure-prediction A 71 tokens
- Skill tooluniverse-proteomics-data-retrieval A 125 tokens
- Skill tooluniverse-rare-disease-genomics A 83 tokens
- Skill tooluniverse-sequence-retrieval A 83 tokens
- Skill tooluniverse-spatial-transcriptomics A 70 tokens
- Skill tooluniverse-target-research A 84 tokens
- Skill tooluniverse-toxicology A 88 tokens
- Skill tooluniverse-variant-predictor-dms-validation A 119 tokens
- Skill tooluniverse-variant-to-mechanism A 97 tokens
- Skill tooluniverse-adverse-event-detection A 83 tokens
- Skill tooluniverse-antibody-engineering A 95 tokens
- Skill tooluniverse-binder-discovery A 80 tokens
- Skill tooluniverse-chemical-safety A 83 tokens
- Skill tooluniverse-chemical-sourcing A 86 tokens
- Skill tooluniverse-clinical-data-integration A 78 tokens
- Skill tooluniverse-clinical-risk-scoring A 318 tokens
- Skill tooluniverse-clinical-trial-design A 93 tokens
- Skill tooluniverse-clinical-trial-matching A 135 tokens
- Skill tooluniverse-drug-regulatory A 77 tokens
- Skill tooluniverse-drug-research A 71 tokens
- Skill tooluniverse-ecology-biodiversity A 70 tokens
- Skill tooluniverse-electron-microscopy A 88 tokens
- Skill tooluniverse-epigenomics-chromatin A 104 tokens
- Skill tooluniverse-gene-disease-association A 121 tokens
- Skill tooluniverse-gpcr-structural-pharmacology A 89 tokens
- Skill tooluniverse-hla-immunogenomics A 100 tokens
- Skill tooluniverse-image-analysis A 75 tokens
- Skill tooluniverse-metabolomics-analysis A 64 tokens
- Skill tooluniverse-microbial-genome-characterization A 239 tokens
- Skill tooluniverse-ml-inference-utility A 0 tokens
- Skill tooluniverse-natural-product-dereplication A 194 tokens
- Skill tooluniverse-nfcore-pipelines A 0 tokens
- Skill tooluniverse-noncoding-rna A 100 tokens
- Skill tooluniverse-protein-lof-mechanism A 124 tokens
- Skill tooluniverse-protein-modification-analysis A 142 tokens
- Skill tooluniverse-protein-sae-variant-interpretation A 144 tokens
- Skill tooluniverse-protein-structure-retrieval A 143 tokens
- Skill tooluniverse-proteomics-analysis A 76 tokens
- Skill tooluniverse-small-molecule-discovery A 79 tokens
- Skill tooluniverse-spatial-omics-analysis A 97 tokens
- Skill tooluniverse-vaccine-design A 98 tokens
- Skill tooluniverse-variant-functional-annotation A 77 tokens
- Skill tooluniverse-adverse-outcome-pathway A 94 tokens
- Skill tooluniverse-aging-senescence A 123 tokens
- Skill tooluniverse-cancer-classification A 80 tokens
- Skill tooluniverse-claude-code-plugin A 74 tokens
- Skill tooluniverse-crispr-screen-analysis A 83 tokens
- Skill tooluniverse-custom-tool A 77 tokens
- Skill tooluniverse-dataset-discovery A 108 tokens
- Skill tooluniverse-disease-research A 82 tokens
- Skill tooluniverse-drug-mechanism-research A 77 tokens
- Skill tooluniverse-epigenomics A 112 tokens
- Skill tooluniverse-fastq-qc A 0 tokens
- Skill tooluniverse-gene-regulatory-networks A 85 tokens
- Skill tooluniverse-gwas-drug-discovery A 93 tokens
- Skill tooluniverse-gwas-study-explorer A 75 tokens
- Skill tooluniverse-gwas-trait-to-gene A 83 tokens
- Skill tooluniverse-immune-repertoire-analysis A 76 tokens
- Skill tooluniverse-immunotherapy-response-prediction A 81 tokens
- Skill tooluniverse-infectious-disease A 78 tokens
- Skill tooluniverse-kegg-disease-drug A 104 tokens
- Skill tooluniverse-lipidomics A 84 tokens
- Skill tooluniverse-mendelian-randomization A 244 tokens
- Skill tooluniverse-phewas A 0 tokens
- Skill tooluniverse-population-genetics-1000genomes A 90 tokens
- Skill tooluniverse-precision-medicine-stratification A 67 tokens
- Skill tooluniverse-precision-oncology A 78 tokens
- Skill tooluniverse-structural-variant-analysis A 103 tokens
- Skill tooluniverse-chemical-compound-retrieval A 106 tokens
- Skill tooluniverse-clinical-trial-protocol A 146 tokens
- Skill tooluniverse-enzyme-kinetics A 123 tokens
- Skill tooluniverse-expression-data-retrieval A 74 tokens
- Skill tooluniverse-gwas-snp-interpretation A 92 tokens
- Skill tooluniverse-inorganic-physical-chemistry A 71 tokens
- Skill tooluniverse-meta-analysis A 139 tokens
- Skill tooluniverse-metabolomics-pathway A 78 tokens
- Skill tooluniverse-molecular-cloning A 0 tokens
- Skill tooluniverse-multi-omics-integration A 77 tokens
- Skill tooluniverse-neurosynth-meta-analysis A 179 tokens
- Skill tooluniverse-plant-genomics A 82 tokens
- Skill tooluniverse-protein-structural-annotation-pdb A 110 tokens
- Skill tooluniverse-protein-therapeutic-design A 75 tokens
- Skill tooluniverse-rare-disease-diagnosis A 72 tokens
- Skill tooluniverse-stem-cell-organoid A 64 tokens
- Skill tooluniverse-synthetic-biology-parts A 0 tokens
- Skill tooluniverse-diagnostic-test-evaluation A 130 tokens
- Skill tooluniverse-dose-response A 127 tokens
- Skill tooluniverse-drug-synergy A 135 tokens
- Skill tooluniverse-functional-genomics-screens A 90 tokens
- Skill tooluniverse-lab-data-standardization A 0 tokens
- Skill tooluniverse-pharmacokinetics A 130 tokens
- Skill tooluniverse-primer-design A 120 tokens
- Skill tooluniverse-protein-design-campaign A 63 tokens
- Skill tooluniverse-scvi-tools A 204 tokens
- Skill tooluniverse-lab-protocols A 0 tokens
- Skill tooluniverse-metagenomics-analysis A 69 tokens
- Skill tooluniverse-sdk A 82 tokens
- Skill tooluniverse-clinical-terminology-lookup A 0 tokens
- Skill tooluniverse-neuroscience A 95 tokens
- Skill tooluniverse-nih-funding-landscape A 133 tokens
- Skill tooluniverse-gwas-finemapping A 90 tokens
- Skill tooluniverse-immunology A 87 tokens
- Skill tooluniverse-metabolomics A 71 tokens
- Skill tooluniverse-network-pharmacology A 77 tokens
- Skill tooluniverse-bioinformatics-resource-discovery A 158 tokens
- Skill tooluniverse-pathway-disease-genetics A 97 tokens
- Skill tooluniverse-scientific-problem-selection A 137 tokens
- Skill tooluniverse-data-integration-analysis A 75 tokens
- Skill tooluniverse-gene-liability A 69 tokens
- Skill tooluniverse-medical-imaging-radiology A 285 tokens
- Skill tooluniverse-multiomic-disease-characterization A 73 tokens
- Skill tooluniverse-nutrition-food-composition A 138 tokens
- Skill tooluniverse-self-review A 152 tokens
- Skill tooluniverse-glycobiology A 226 tokens
- Skill tooluniverse-scientific-peer-review A 110 tokens
- Skill tooluniverse-database-logins A 127 tokens
- Skill tooluniverse-publish-tool A 103 tokens
- Skill tooluniverse-use-shared-computer A 102 tokens
- Skill tooluniverse-data-wrangling B 87 tokens
- Skill tooluniverse-cancer-genomics-tcga B 86 tokens
- Skill tooluniverse-share-computer C 123 tokens
- Skill tooluniverse-connect C 138 tokens
- Skill tooluniverse-antigravity-plugin D 230 tokens
- Skill tooluniverse-install-skills D 65 tokens
- Skill setup-tooluniverse F 217 tokens
- Command literature-sweep A 144 tokens
- Command verify-references A 167 tokens
- Command compare A 74 tokens
- Command cross-validate A 59 tokens
- Command research A 99 tokens
- Command translate-id A 85 tokens
- Command setup-keys A 70 tokens
- Command self-review A 47 tokens
- Agent researcher A 36 tokens
- Hook SessionStart A not measured
- MCP server tooluniverse A not measured
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.
- 5d ago Changed 952e316cf485
- 9d ago Changed fa6c60428580
- 29d ago Changed f6522269135e
- 1mo ago First seen · 32 lines scan A 6efd3802df40
tooluniverse is a plugin published in the GitHub repository mims-harvard/ToolUniverse (1,744 stars, last pushed yesterday), licensed Apache-2.0. 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.
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