Topic · Research & Science
Best drug discovery and cheminformatics skills, page 3
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 |
|---|---|---|---|---|---|---|---|---|
| 97 | Query the ChEMBL database for bioactive molecules, targets, bioactivities, and approved drugs; use this when you need to filter by physicochemical properties (e.g., MW, LogP), chemical structure… | aipoch/ | 1.9k | — | ~1.3k | Automated safety check: Pass | MIT | 23 days ago |
| 98 | Diffusion-based molecular docking to predict 3D ligand–protein binding poses (blind docking) with confidence scoring; use when you need pose prediction for drug discovery or virtual screening. | aipoch/ | 1.9k | — | ~776 | Automated safety check: Pass | MIT | 23 days ago |
| 99 | Programmatic access to DrugBank drug and target data; use when you need to download, parse, and analyze DrugBank XML for properties, interactions, pathways, and pharmacology. | aipoch/ | 1.9k | — | ~1.6k | Automated safety check: Pass | MIT | 23 days ago |
| 100 | 100.Medchem Medicinal chemistry screening filters for compound prioritization; use when you need to apply drug-likeness rules, PAINS/structural alerts, and complexity metrics to triage or optimize libraries. | aipoch/ | 1.9k | — | ~1.3k | Automated safety check: Pass | MIT | 23 days ago |
| 101 | Predicts absorption, distribution, metabolism, excretion and toxicity for drug candidates with ADMETlab 3.0, ADMET-AI, DeepChem and chemprop, plus druglikeness filters. | GPTomics/ | 1.2k | 1 repo | ~5k | Automated safety check: Pass | MIT | 1 mo ago |
| 102 | 102.Bio Molecular Io Reads, writes, and converts molecular file formats (SMILES, InChI, SDF V2000/V3000, MOL2, PDB, and BinaryCIF) using RDKit and Open Babel with rigorous handling of aromaticity perception… | GPTomics/ | 1.2k | 1 repo | ~3.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 103 | Standardizes molecular structures using the ChEMBL structure pipeline for normalization and parent selection plus RDKit rdMolStandardize for explicit custom steps such as tautomer canonicalization… | GPTomics/ | 1.2k | 1 repo | ~4.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 104 | Builds and applies 3D pharmacophore models using RDKit Pharm3D, the apo2ph4 receptor-based workflow (Heider et al. | GPTomics/ | 1.2k | 1 repo | ~4.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 105 | 105.Bindingdb Query Query the BindingDB drug-target binding affinity database. An agent skill from QSong-github/DrugClaw. | QSong-github/ | 116 | 1 repo | ~648 | Automated safety check: Pass | No licence | 1 mo ago |
| 106 | 106.Chebi Query Query the ChEBI (Chemical Entities of Biological Interest) database. | QSong-github/ | 116 | 1 repo | ~773 | Automated safety check: Pass | No licence | 1 mo ago |
| 107 | 107.Unitox Query Query the UniTox drug toxicity database. An agent skill from QSong-github/DrugClaw. | QSong-github/ | 116 | 1 repo | ~571 | Automated safety check: Pass | No licence | 1 mo ago |
| 108 | Dock small-molecule guests into a porous host material using the VOID library (Voronoi Clustering), generating multiple 3D conformers with RDKit and ranking generated complexes. | learningmatter-mit/ | 176 | — | ~918 | Automated safety check: Pass | MIT | 2 days ago |
| 109 | Analyze MD trajectories from GROMACS, AMBER, NAMD, CHARMM, LAMMPS. | jaechang-hits/ | 374 | 1 repo | ~3.6k | Automated safety check: Pass | GPL-2.0 | 11 days ago |
| 110 | 110.Molfeat Molecular ML featurization library (100+ featurizers: ECFP, descriptors, ChemBERTa). | lamm-mit/ | 246 | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 111 | Molecular docking with AutoDock Vina (Python API). An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 374 | 1 repo | ~4k | Automated safety check: Pass | CC-BY-4.0 | 11 days ago |
| 112 | Molecular featurization hub (100+ featurizers) for ML. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 374 | 1 repo | ~4.3k | Automated safety check: Pass | Apache-2.0 | 11 days ago |
| 113 | Therapeutics Data Commons (TDC) AI-ready drug discovery datasets. | jaechang-hits/ | 374 | 1 repo | ~4.5k | Automated safety check: Pass | MIT | 11 days ago |
| 114 | Cheminformatics toolkit for molecular analysis and virtual screening: SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints (Morgan/ECFP, MACCS), Tanimoto similarity, SMARTS substructure… | jaechang-hits/ | 374 | 1 repo | ~4.5k | Automated safety check: Pass | BSD-3-Clause | 11 days ago |
| 115 | 115.Pdb Database Access the RCSB Protein Data Bank (PDB) to search, download, and programmatically retrieve 3D macromolecular structures and metadata; use when you need structure discovery (text/sequence/3D… | aipoch/ | 1.9k | — | ~1.6k | Automated safety check: Pass | MIT | 23 days ago |
| 116 | Programmatic access to the PubChem database (via PUG-REST API and PubChemPy) for searching chemical compounds, retrieving physicochemical properties, performing structure similarity/substructure… | aipoch/ | 1.9k | — | ~954 | Automated safety check: Pass | MIT | 23 days ago |
| 117 | 117.Smiles De Salter Analyze data with smiles-de-salter using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation. | aipoch/ | 1.9k | — | ~2.6k | Automated safety check: Pass | MIT | 23 days ago |
| 118 | 118.Openbabel A versatile CLI tool for converting molecular file formats, generating 3D atomic coordinates from SMILES, rendering 2D chemical structure images, and preparing or extracting structures for… | jinzhezenggroup/ | 148 | — | ~850 | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 119 | 119.Search Species A skill your agent uses WHEN requesting core chemical structural data (SMILES, formula, mass, 2D images) via IUPAC, common, or multilingual names. | jinzhezenggroup/ | 148 | — | ~1.1k | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 120 | Extracts the most interesting frames from video files for thumbnail compositing. | swyxio/ | 176 | — | ~2.4k | Automated safety check: Pass | MIT | 5 days ago |
| 121 | Predicts ADMET properties using ADMETlab 3.0 API or DeepChem models. | FreedomIntelligence/ | 3.1k | — | ~1.8k | Automated safety check: Pass | No licence | 2 mo ago |
| 122 | Calculates molecular descriptors and fingerprints using RDKit. | FreedomIntelligence/ | 3.1k | — | ~1.6k | Automated safety check: Pass | No licence | 2 mo ago |
| 123 | 123.Bio Molecular Io Reads, writes, and converts molecular file formats (SMILES, SDF, MOL2, PDB) using RDKit and Open Babel. | FreedomIntelligence/ | 3.1k | — | ~1.5k | Automated safety check: Pass | No licence | 2 mo ago |
| 124 | Enumerates chemical libraries through reaction SMARTS transformations using RDKit. | FreedomIntelligence/ | 3.1k | — | ~1.9k | Automated safety check: Pass | No licence | 2 mo ago |
| 125 | Performs molecular similarity searches using Tanimoto coefficient on fingerprints via RDKit. | FreedomIntelligence/ | 3.1k | — | ~1.7k | Automated safety check: Pass | No licence | 2 mo ago |
| 126 | Searches molecular libraries for substructure matches using SMARTS patterns with RDKit. | FreedomIntelligence/ | 3.1k | — | ~1.6k | Automated safety check: Pass | No licence | 2 mo ago |
| 127 | Performs structure-based virtual screening using AutoDock Vina 1.2 for molecular docking. | FreedomIntelligence/ | 3.1k | — | ~2.2k | Automated safety check: Pass | No licence | 2 mo ago |
| 128 | Predict a molecule's ability to reverse disease states using DLEPS (Disease-Ligand Embedding Projection Score) for drug repositioning and discovery. | InternScience/ | 170 | 1 repo | ~931 | Automated safety check: Pass | MIT | 4 mo ago |
| 129 | Predict LC-MS/MS (MS2, tandem mass spectra) from SMILES via ICEBERG, a two-stage deep neural network. | learningmatter-mit/ | 176 | — | ~1.6k | Automated safety check: Pass | MIT | 2 days ago |
| 130 | 130.Chem Nmr Predict Predict 1H NMR spectra from SMILES strings via NMRdb.org SPINUS neural network prediction and nmrsim quantum mechanical spin simulation. | learningmatter-mit/ | 176 | — | ~1.8k | Automated safety check: Pass | MIT | 2 days ago |
| 131 | Find structurally similar chemical compounds using PubChem's 2D fast similarity engine via the PUG-REST API. | learningmatter-mit/ | 176 | — | ~614 | Automated safety check: Pass | MIT | 2 days ago |
| 132 | 132.Chem Solution Md Set up and run molecular dynamics simulations of molecules in explicit solvent boxes using Packmol for box construction and MLIPs for dynamics. | learningmatter-mit/ | 176 | — | ~1.9k | Automated safety check: Pass | MIT | 2 days ago |
| 133 | 133.Drug DB Chembl Query ChEMBL web services for targets, molecules, and curated bioactivity measurements (IC50, Ki, EC50, etc.). | learningmatter-mit/ | 176 | — | ~1.4k | Automated safety check: Pass | MIT | 2 days ago |
| 134 | Post-docking analysis of virtual screening results including score distributions, enrichment metrics (ROC AUC, enrichment factors), and ligand efficiency calculations. | learningmatter-mit/ | 176 | — | ~2.2k | Automated safety check: Pass | MIT | 2 days ago |
| 135 | Dock small-molecule ligands into a protein receptor using AutoDock Vina (Python API) and save ranked poses + docking metadata for reproducible virtual screening. | learningmatter-mit/ | 176 | — | ~2.3k | Automated safety check: Pass | MIT | 2 days ago |
| 136 | 136.Drug Ligand Prep Prepare small-molecule ligands for docking and analysis via optional state enumeration, 3D conformer generation, MMFF/UFF minimization, and export to SDF + AutoDock PDBQT. | learningmatter-mit/ | 176 | — | ~772 | Automated safety check: Pass | MIT | 2 days ago |
| 137 | Predict synthetic accessibility and retrosynthetic pathways for novel molecules using the IBM RXN API. | learningmatter-mit/ | 176 | — | ~647 | Automated safety check: Pass | MIT | 2 days ago |
| 138 | 138.Pdb Database Python API for RCSB PDB 3D structures (search, fetch coordinates, metadata). | lamm-mit/ | 246 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 139 | Query ClinicalTrials.gov API v2 for trial data. An agent skill from jaechang-hits/SciAgent-Skills. | jaechang-hits/ | 374 | 1 repo | ~4.6k | Automated safety check: Pass | CC-BY-4.0 | 11 days ago |
| 140 | Pythonic RDKit wrapper with sensible defaults for drug discovery. | jaechang-hits/ | 374 | 1 repo | ~4.4k | Automated safety check: Pass | Apache-2.0 | 11 days ago |
| 141 | Parse local DrugBank XML for drug info, interactions, targets, and properties. | jaechang-hits/ | 374 | 1 repo | ~5.8k | Automated safety check: Pass | Unknown | 11 days ago |
| 142 | 142.Emdb Database Look up EMDB cryo-EM density maps and fitted atomic models via the entry REST API + EBI Search WS. | jaechang-hits/ | 374 | 1 repo | ~4.9k | Automated safety check: Pass | CC-BY-4.0 | 11 days ago |
| 143 | Protein language models (ESM3, ESM C) for sequence generation, structure prediction, inverse folding, and embeddings. | jaechang-hits/ | 374 | 1 repo | ~4k | Automated safety check: Pass | MIT | 11 days ago |
| 144 | 144.Fda Database Query openFDA REST API for adverse events (FAERS), labeling, product info, recalls, enforcement. | jaechang-hits/ | 374 | 1 repo | ~4.5k | Automated safety check: Pass | CC0-1.0 | 11 days ago |
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