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Independent project, not affiliated with Anthropic
mims-harvard avatar

Tooluniverse Network Pharmacology

mims-harvard/tooluniverse
387 installs1.6k stars
Summary

This is a systems pharmacology workflow that builds compound-target-disease networks to find drug repurposing candidates and analyze multi-target effects. It pulls data from STRING, ChEMBL, DGIdb, OpenTargets, and other databases, then runs Python to compute network proximity scores, identify hub genes, and rank repurposing opportunities on a 0-100 scale weighted toward clinical evidence and network distance. The framework explicitly distinguishes desired polypharmacology from off-target promiscuity, which is useful when you need to argue whether hitting multiple targets is therapeutic or just messy. Best for mechanistic hypotheses about existing drugs in new indications. If you just want repurposing candidates without the network math, there's a simpler skill for that.

Install to Claude Code

npx -y skills add mims-harvard/tooluniverse --skill tooluniverse-network-pharmacology --agent claude-code

Installs into .claude/skills of the current project.

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Files
SKILL.md

Select a file.

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Categories
Sales & MarketingDesign & UI/UX
First SeenJun 3, 2026
View on GitHub

More from mims-harvard/tooluniverse

All 68 skills →
  • Tooluniverse Precision Oncology385
  • Tooluniverse Chemical Compound Retrieval381
  • Create Tooluniverse Skill376
  • Tooluniverse Proteomics Analysis375
  • Tooluniverse Rare Disease Diagnosis375
  • Tooluniverse Target Research373
  • Tooluniverse Expression Data Retrieval370
  • Tooluniverse Clinical Trial Matching367
  • Tooluniverse Spatial Transcriptomics367
  • Tooluniverse Drug Repurposing366
  • Tooluniverse Protein Therapeutic Design366
  • Tooluniverse Sdk366
  • Devtu Optimize Skills364
  • Tooluniverse Statistical Modeling364
  • Tooluniverse Chemical Safety363
  • Tooluniverse Rnaseq Deseq2362
  • Devtu Create Tool359
  • Tooluniverse Binder Discovery359
  • Tooluniverse Multi Omics Integration359
  • Tooluniverse Gwas Drug Discovery357
  • Devtu Optimize Descriptions356
  • Tooluniverse Antibody Engineering355
  • Tooluniverse Metabolomics Analysis354
  • Devtu Auto Discover Apis353

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