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Drug discovery and cheminformatics
Skills
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| # | 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/ | 228 | 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/ | 306 | — | ~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 | 6 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 | 7 mo ago |
| 6 | Load or backfill the ORD ORM Postgres database and verify it before cutover. | open-reaction-database/ | 115 | — | ~3.6k | Automated safety check: Notes | Apache-2.0 | today |
| 7 | 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 | 11 days ago |
| 8 | 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 |
| 9 | Generates comprehensive drug research reports with compound disambiguation, evidence grading, and mandatory completeness sections. | lamm-mit/ | 246 | 3 repos | ~1.7k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 10 | 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 | yesterday |
| 11 | 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 | 9 days ago |
| 12 | 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 |
| 13 | 13.Rowan Cloud-based quantum chemistry platform with Python API. An agent skill from lamm-mit/scienceclaw. | lamm-mit/ | 246 | 4 repos | ~3.1k | Automated safety check: Warn | Proprietary | 1 mo ago |
| 14 | Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. | davila7/ | 33k | 10 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 15 | 15.Coot Rdkit RDKit molecular manipulation and visualization within Coot's Python environment. | pemsley/ | 168 | — | ~981 | Automated safety check: Pass | GPL-3.0 | 3 days ago |
| 16 | Guides molecular work with RDKit in Python: reading SMILES and SDF, sanitization, descriptors, fingerprints, substructure and similarity search, reactions and coordinates. | davila7/ | 33k | 14 repos | ~5k | 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 | yesterday |
| 18 | NEB-IRC activation energy pipeline for reaction barriers using GFN2-xTB and pysisyphus. | jaechang-hits/ | 374 | — | ~4k | Automated safety check: Pass | CC-BY-4.0 | 12 days ago |
| 19 | Drug discovery: ChEMBL search, drug-likeness, interactions. An agent skill from Luciole-Studio/Misaka-Agent. | Luciole-Studio/ | 171 | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 3 days ago |
| 20 | 20.Gaussian Prepare, validate, and troubleshoot Gaussian molecular quantum chemistry jobs. | JCLiuGroup/ | 148 | 1 repo | ~1k | Automated safety check: Pass | Unknown | 13 days ago |
| 21 | 21.Biomni Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. | davila7/ | 33k | 8 repos | ~2.4k | Automated safety check: Notes | MIT | today |
| 22 | 22.Diffdock Diffusion-based molecular docking. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 10 repos | ~3.8k | Automated safety check: Pass | MIT | today |
| 23 | Query ChEMBL's bioactive molecules and drug discovery data. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 11 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 24 | Screens compound libraries in Python with the medchem library: drug-likeness rules, PAINS filters, structural alerts and complexity metrics for prioritizing molecules. | davila7/ | 33k | 11 repos | ~2.5k | Automated safety check: Pass | MIT | today |
| 25 | Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 11 repos | ~4.1k | Automated safety check: Pass | MIT | today |
| 26 | 26.Deepchem Molecular machine learning toolkit. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 10 repos | ~4.4k | Automated safety check: Pass | MIT | today |
| 27 | 27.Pytdc Therapeutics Data Commons. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 10 repos | ~3.2k | Automated safety check: Pass | MIT | today |
| 28 | 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 | 2 days ago |
| 29 | 29.Datamol Pythonic wrapper around RDKit with simplified interface and sensible defaults. | davila7/ | 33k | 13 repos | ~4.7k | Automated safety check: Pass | MIT | today |
| 30 | 30.Torchdrug Graph-based drug discovery toolkit. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 11 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 31 | 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 |
| 32 | 3Dmol.js WebGL molecular visualization emitted as self-contained HTML. | jaechang-hits/ | 374 | — | ~3.2k | Automated safety check: Pass | BSD-3-Clause | 12 days ago |
| 33 | Access ZINC (230M+ purchasable compounds). An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 10 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 34 | 34.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/ | 671 | — | ~1.2k | Automated safety check: Pass | No licence | 5 mo ago |
| 35 | 35.Molfeat Molecular featurization for ML (100+ featurizers). An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 9 repos | ~3.7k | Automated safety check: Pass | MIT | today |
| 36 | 36.Pdb Database Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates. | davila7/ | 33k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 37 | 37.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/ | 618 | 2 repos | ~2.5k | Automated safety check: Pass | No licence | 7 mo ago |
| 38 | 38.Diffdock Predict small-molecule binding poses with DiffDock-L (Corso et al. | JimLiu/ | 228 | 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 | 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/ | 126 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 41 | 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/ | 374 | — | ~6.9k | Automated safety check: Pass | BSD-3-Clause | 12 days ago |
| 42 | 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 | 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/ | 176 | — | ~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/ | 126 | — | ~923 | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 45 | Computes RDKit physicochemical descriptors and molecular fingerprints from SMILES through a uv-run CLI script that skips and logs invalid molecules. | jinzhezenggroup/ | 148 | — | ~2.3k | Automated safety check: Pass | LGPL-3.0 | 2 days ago |
| 46 | 46.Rowan Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. | K-Dense-AI/ | 48k | 2 repos | ~4.3k | Automated safety check: Pass | Proprietary | 6 days ago |
| 47 | Draws original hand-authored SVG spot illustrations in an outlined cartoon style for design and coding subjects. | MengTo/ | 6.7k | — | ~4.6k | Automated safety check: Pass | MIT | 5 days ago |
| 48 | 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 | 6 days ago |