Topic · Research & Science
Best drug discovery and cheminformatics skills for Claude Code, Codex and other agents.
- skills
- 202
- official
- 11
Drug discovery and cheminformatics skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.Esmfold2 Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. | JimLiu/ | 227 | 4 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 2 | 2.Molecode A skill your agent uses for deterministic molecule understanding, graph-level editing, generation, and validation with MoleCode — an explicit Mermaid graph in which every atom and bond is a typed… | AtomFlow-AI/ | 305 | — | ~1.9k | Automated safety check: Pass | MIT | 4 mo ago |
| 3 | Pharmaceutical research assistant for drug discovery workflows. | Tommy-yw/ | 546 | 1 repo | ~2.3k | Automated safety check: Pass | MIT | 4 mo ago |
| 4 | Predicts how small molecules bind to a protein with DiffDock, covering batch docking, pose ranking by confidence and checks on the results; not for binding affinity. | K-Dense-AI/ | 48k | 1 repo | ~3k | Automated safety check: Notes | MIT | 2 days ago |
| 5 | Routes bioinformatics, drug discovery, clinical and multi-omics tasks from a chat interface to Claude Code sessions running K-Dense scientific skills, with a live dashboard per task. | xjtulyc/ | 617 | 1 repo | ~2k | Automated safety check: Pass | No licence | 6 mo ago |
| 6 | Load or backfill the ORD ORM Postgres database and verify it before cutover. | open-reaction-database/ | 114 | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 7 | 把一个化学反应做成自包含的微观 3D 交互演示网页:左/上为 Three.js 可交互分子动画 (拖滑块看断键·成键·原子重组,分步高亮),右为 KaTeX 反应方程 + 分步讲解 + 原子守恒计数 + 可选能量-反应进程曲线。支持三入口——给定文字反应/方程、随机出题、上传图片识别后演示。 | wy51ai/ | 1.4k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 8 | Design and run computational protein and ligand workflows on a GPU: binder and enzyme design, de novo backbone generation, inverse folding and sequence redesign, structure prediction, protein-ligand… | locbp-uzh/ | 109 | — | ~2.4k | Automated safety check: Pass | MIT | 7 days ago |
| 9 | 9.Unimol A standardized CLI wrapper for Uni-Mol molecular ML workflows that handles representation extraction (embeddings), model training (regression/classification), and property prediction with built-in… | jinzhezenggroup/ | 148 | 1 repo | ~1.5k | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 10 | Retrieves chemical compound information from PubChem and ChEMBL with disambiguation, cross-referencing, and quality assessment. | wu-yc/ | 1.1k | 2 repos | ~2.3k | Automated safety check: Pass | No licence | 6 mo ago |
| 11 | Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections. | lamm-mit/ | 244 | 3 repos | ~1.7k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 12 | A skill your agent uses when a developer wants to build a new healthcare or life sciences agent, structure tools and system prompts for an HCLS workflow, or create a Strands agent with… | aws-samples/ | 274 | — | ~885 | Automated safety check: Pass | MIT-0 | 5 days ago |
| 13 | Reference guide for working with molecules in RDKit: reading SMILES and SDF files, computing descriptors and fingerprints, and searching substructures. | aiming-lab/ | 15k | — | ~708 | Automated safety check: Pass | MIT | 1 mo ago |
| 14 | 14.Rowan Cloud-based quantum chemistry platform with Python API. An agent skill from lamm-mit/scienceclaw. | lamm-mit/ | 244 | 4 repos | ~3.1k | Automated safety check: Warn | Proprietary | 1 mo ago |
| 15 | Guides molecular work with RDKit in Python: reading SMILES and SDF, sanitization, descriptors, fingerprints, substructure and similarity search, reactions and coordinates. | davila7/ | 32k | 15 repos | ~5k | Automated safety check: Pass | MIT | today |
| 16 | Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. | davila7/ | 32k | 10 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 17 | 17.Chemgraph Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers | argonne-lcf/ | 162 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 18 | NEB-IRC activation energy pipeline for reaction barriers using GFN2-xTB and pysisyphus. | jaechang-hits/ | 370 | — | ~4k | Automated safety check: Pass | CC-BY-4.0 | 8 days ago |
| 19 | 19.Diffdock Diffusion-based molecular docking. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 11 repos | ~3.8k | Automated safety check: Pass | MIT | today |
| 20 | Query ChEMBL's bioactive molecules and drug discovery data. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 12 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 21 | Screens compound libraries in Python with the medchem library: drug-likeness rules, PAINS filters, structural alerts and complexity metrics for prioritizing molecules. | davila7/ | 32k | 12 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 22 | Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 12 repos | ~4.1k | Automated safety check: Pass | MIT | today |
| 23 | 23.Gaussian Prepare, validate, and troubleshoot Gaussian molecular quantum chemistry jobs. | JCLiuGroup/ | 143 | 1 repo | ~1k | Automated safety check: Pass | Unknown | 9 days ago |
| 24 | 24.Biomni Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. | davila7/ | 32k | 8 repos | ~2.4k | Automated safety check: Notes | MIT | today |
| 25 | 25.Tooluniverse A skill your agent uses when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery. | ynulihao/ | 617 | 3 repos | ~2.5k | Automated safety check: Pass | No licence | 7 mo ago |
| 26 | 26.Deepchem Molecular machine learning toolkit. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 11 repos | ~4.4k | Automated safety check: Pass | MIT | today |
| 27 | 27.Pytdc Therapeutics Data Commons. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 11 repos | ~3.2k | Automated safety check: Pass | MIT | today |
| 28 | Drug discovery: ChEMBL search, drug-likeness, interactions. An agent skill from Luciole-Studio/Misaka-Agent. | Luciole-Studio/ | 125 | 1 repo | ~2.2k | Automated safety check: Pass | MIT | today |
| 29 | Query PubChem, search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics. | google-deepmind/ | 3.2k | 2 repos | ~1.4k | Automated safety check: Pass | Apache-2.0 | 22 days ago |
| 30 | 30.Datamol Pythonic wrapper around RDKit with simplified interface and sensible defaults. | davila7/ | 32k | 14 repos | ~4.7k | Automated safety check: Pass | MIT | today |
| 31 | 31.Torchdrug Graph-based drug discovery toolkit. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 12 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 32 | Access ZINC (230M+ purchasable compounds). An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 11 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 33 | Applies the reasoning style of Daphne Koller (machine learning pioneer, co-founder of Coursera, founder and CEO of Insitro). | K-Dense-AI/ | 282 | — | ~1.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 34 | 3Dmol.js WebGL molecular visualization emitted as self-contained HTML. | jaechang-hits/ | 370 | — | ~3.2k | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 35 | 35.Molfeat Molecular featurization for ML (100+ featurizers). An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 10 repos | ~3.7k | Automated safety check: Pass | MIT | today |
| 36 | 36.Tooluniverse Access 1000+ scientific tools through ToolUniverse for drug discovery, protein analysis, genomics, literature search, clinical data, ADMET prediction, molecular docking, and more. | AgentTeam-TaichuAI/ | 670 | — | ~1.2k | Automated safety check: Pass | No licence | 5 mo ago |
| 37 | 37.Pdb Database Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 38 | 38.Diffdock Predict small-molecule binding poses with DiffDock-L (Corso et al. | JimLiu/ | 227 | 4 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 39 | Transform GWAS signals into actionable drug targets and repurposing opportunities. | wu-yc/ | 1.1k | 2 repos | ~4.7k | Automated safety check: Pass | No licence | 6 mo ago |
| 40 | Read, write, and edit ChemDraw CDX/CDXML files with RDKit's rdkit.Chem.rdChemDraw plus direct XML editing, always paired with a rendered PNG. | jaechang-hits/ | 370 | — | ~6.9k | Automated safety check: Pass | BSD-3-Clause | 8 days ago |
| 41 | Drug-discovery knowledge-graph workflow guide for assembling drug-target-disease-pathway relationship graphs from OpenTargets GraphQL, ChEMBL REST, STRING PPI, and Reactome pathway APIs, then… | DrugClaw/ | 125 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 42 | 42.Rowan Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. | K-Dense-AI/ | 48k | 3 repos | ~4.3k | Automated safety check: Pass | Proprietary | 2 days ago |
| 43 | Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. | learningmatter-mit/ | 175 | — | ~2.5k | Automated safety check: Pass | MIT | today |
| 44 | Research-literature workflow guide for evidence-matrix assembly, citation-table normalization, structured review synthesis, and research-gap mapping. | DrugClaw/ | 125 | — | ~923 | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 45 | Generates 3D molecular conformers from SMILES strings or files with RDKit, keeps the lowest-energy one per molecule, and falls back to 2D coordinates when embedding fails. | jinzhezenggroup/ | 148 | — | ~2.4k | Automated safety check: Pass | LGPL-3.0 | yesterday |
| 46 | Draws original hand-authored SVG spot illustrations in an outlined cartoon style for design and coding subjects. | MengTo/ | 6.6k | — | ~4.6k | Automated safety check: Pass | MIT | yesterday |
| 47 | Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine carbon-cycle research. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | 2 days ago |
| 48 | Generate molecular conformers with RDKit ETKDG, relax with MLIPs, and rank by energy with Boltzmann weighting. | learningmatter-mit/ | 175 | — | ~1.3k | Automated safety check: Pass | MIT | today |
Questions, answered from the data.
What is the best drug discovery and cheminformatics skill?
Esmfold2 from JimLiu/science-skills ranks first of the 202 drug discovery and cheminformatics skills listed here, with the highest score: its repository has 227 GitHub stars, 4 other GitHub owners carry a copy, its SKILL.md loads about 2.5k tokens and it passes the automated safety check with no findings. Next come Molecode and Drug Discovery.
Which drug discovery and cheminformatics skills are official?
11 of the 202 drug discovery and cheminformatics skills are official, published by the vendor's own GitHub organization: Hcls Build Agent, Hcls Get Started, Diffdock Nim, Genmol Nim, Kermt Continue Pretrain and 6 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.
Explore related skills
Category
More topics in Research & Science
- Bioinformatics1,169
- Citation management952
- Academic paper search515
- Literature review487
- Deep research421
- Reproducible research378
- Econometrics and empirical research331
- Peer review314
- Experimental design286
- Clinical and healthcare research271
- Scientific writing258
- Hypothesis generation224
- Physical and earth sciences213
- Fact-checking and source verification174
- Protein structure and design132
- Math and symbolic computation64
- Grant writing55
- Quantum computing24