Topic · Research & Science

Best drug discovery and cheminformatics skills for Claude Code, Codex and other agents.

Skills that screen, dock and analyse molecules for drug discovery.
skills
202
official
11

Drug discovery and cheminformatics skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Drug discovery and cheminformatics skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al.

JimLiu/science-skills2274 repos~2.5kAutomated safety check: PassApache-2.03 mo ago
2

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/MoleCode305—~1.9kAutomated safety check: PassMIT4 mo ago
3

Pharmaceutical research assistant for drug discovery workflows.

Tommy-yw/RunbookHermes5461 repo~2.3kAutomated safety check: PassMIT4 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/scientific-agent-skills48k1 repo~3kAutomated safety check: NotesMIT2 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/MedgeClaw6171 repo~2kAutomated safety check: PassNo licence6 mo ago
6

Load or backfill the ORD ORM Postgres database and verify it before cutover.

open-reaction-database/ord-schema114—~3.6kAutomated safety check: NotesApache-2.0yesterday
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/edulab1.4k—~1.2kAutomated safety check: PassApache-2.09 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/biopipelines109—~2.4kAutomated safety check: PassMIT7 days ago
9

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/computational-chemistry-agent-skills1481 repo~1.5kAutomated safety check: PassLGPL-3.0-or-lateryesterday
10

Retrieves chemical compound information from PubChem and ChEMBL with disambiguation, cross-referencing, and quality assessment.

wu-yc/LabClaw1.1k2 repos~2.3kAutomated safety check: PassNo licence6 mo ago
11

Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections.

lamm-mit/scienceclaw2443 repos~1.7kAutomated safety check: PassApache-2.01 mo ago
12
12.Hcls Build AgentOfficial

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/amazon-bedrock-agents-healthcare-lifesciences274—~885Automated safety check: PassMIT-05 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/AutoResearchClaw15k—~708Automated safety check: PassMIT1 mo ago
14

Cloud-based quantum chemistry platform with Python API. An agent skill from lamm-mit/scienceclaw.

lamm-mit/scienceclaw2444 repos~3.1kAutomated safety check: WarnProprietary1 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/claude-code-templates32k15 repos~5kAutomated safety check: PassMITtoday
16

Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data.

davila7/claude-code-templates32k10 repos~2.3kAutomated safety check: PassMITtoday
17

Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers

argonne-lcf/ChemGraph162—~2.7kAutomated safety check: PassApache-2.02 days ago
18

NEB-IRC activation energy pipeline for reaction barriers using GFN2-xTB and pysisyphus.

jaechang-hits/SciAgent-Skills370—~4kAutomated safety check: PassCC-BY-4.08 days ago
19

Diffusion-based molecular docking. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~3.8kAutomated safety check: PassMITtoday
20

Query ChEMBL's bioactive molecules and drug discovery data. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k12 repos~2.5kAutomated safety check: PassMITtoday
21

Screens compound libraries in Python with the medchem library: drug-likeness rules, PAINS filters, structural alerts and complexity metrics for prioritizing molecules.

davila7/claude-code-templates32k12 repos~2.5kAutomated safety check: PassMITtoday
22

Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k12 repos~4.1kAutomated safety check: PassMITtoday
23

Prepare, validate, and troubleshoot Gaussian molecular quantum chemistry jobs.

JCLiuGroup/AI-Computational-Chemist1431 repo~1kAutomated safety check: PassUnknown9 days ago
24

Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis.

davila7/claude-code-templates32k8 repos~2.4kAutomated safety check: NotesMITtoday
25

A skill your agent uses when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery.

ynulihao/AgentSkillOS6173 repos~2.5kAutomated safety check: PassNo licence7 mo ago
26

Molecular machine learning toolkit. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~4.4kAutomated safety check: PassMITtoday
27

Therapeutics Data Commons. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~3.2kAutomated safety check: PassMITtoday
28

Drug discovery: ChEMBL search, drug-likeness, interactions. An agent skill from Luciole-Studio/Misaka-Agent.

Luciole-Studio/Misaka-Agent1251 repo~2.2kAutomated safety check: PassMITtoday
29

Query PubChem, search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.

google-deepmind/science-skills3.2k2 repos~1.4kAutomated safety check: PassApache-2.022 days ago
30

Pythonic wrapper around RDKit with simplified interface and sensible defaults.

davila7/claude-code-templates32k14 repos~4.7kAutomated safety check: PassMITtoday
31

Graph-based drug discovery toolkit. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k12 repos~3.5kAutomated safety check: PassMITtoday
32

Access ZINC (230M+ purchasable compounds). An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~3.5kAutomated safety check: PassMITtoday
33

Applies the reasoning style of Daphne Koller (machine learning pioneer, co-founder of Coursera, founder and CEO of Insitro).

K-Dense-AI/mimeo282—~1.8kAutomated safety check: PassMIT1 mo ago
34

3Dmol.js WebGL molecular visualization emitted as self-contained HTML.

jaechang-hits/SciAgent-Skills370—~3.2kAutomated safety check: PassBSD-3-Clause8 days ago
35

Molecular featurization for ML (100+ featurizers). An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k10 repos~3.7kAutomated safety check: PassMITtoday
36

Access 1000+ scientific tools through ToolUniverse for drug discovery, protein analysis, genomics, literature search, clinical data, ADMET prediction, molecular docking, and more.

AgentTeam-TaichuAI/ScienceClaw670—~1.2kAutomated safety check: PassNo licence5 mo ago
37

Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k9 repos~2.3kAutomated safety check: PassMITtoday
38

Predict small-molecule binding poses with DiffDock-L (Corso et al.

JimLiu/science-skills2274 repos~1.1kAutomated safety check: PassApache-2.03 mo ago
39

Transform GWAS signals into actionable drug targets and repurposing opportunities.

wu-yc/LabClaw1.1k2 repos~4.7kAutomated safety check: PassNo licence6 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/SciAgent-Skills370—~6.9kAutomated safety check: PassBSD-3-Clause8 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/DrugClaw125—~1.7kAutomated safety check: PassApache-2.06 mo ago
42

Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.

K-Dense-AI/scientific-agent-skills48k3 repos~4.3kAutomated safety check: PassProprietary2 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/AtomisticSkills175—~2.5kAutomated safety check: PassMITtoday
44

Research-literature workflow guide for evidence-matrix assembly, citation-table normalization, structured review synthesis, and research-gap mapping.

DrugClaw/DrugClaw125—~923Automated safety check: PassApache-2.06 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/computational-chemistry-agent-skills148—~2.4kAutomated safety check: PassLGPL-3.0yesterday
46

Draws original hand-authored SVG spot illustrations in an outlined cartoon style for design and coding subjects.

MengTo/Skills6.6k—~4.6kAutomated safety check: PassMITyesterday
47

Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine carbon-cycle research.

K-Dense-AI/scientific-agent-skills48k1 repo~2.4kAutomated safety check: PassMIT2 days ago
48

Generate molecular conformers with RDKit ETKDG, relax with MLIPs, and rank by energy with Boltzmann weighting.

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITtoday

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.