Topic · Research & Science

Best drug discovery and cheminformatics skills, page 3

Skills #97–144 of 200, ranked by score.

Drug discovery and cheminformatics skills, ranked

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Drug discovery and cheminformatics skills, ranked
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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/medical-research-skills1.9k—~1.3kAutomated safety check: PassMIT23 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/medical-research-skills1.9k—~776Automated safety check: PassMIT23 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/medical-research-skills1.9k—~1.6kAutomated safety check: PassMIT23 days ago
100

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/medical-research-skills1.9k—~1.3kAutomated safety check: PassMIT23 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/bioSkills1.2k1 repo~5kAutomated safety check: PassMIT1 mo ago
102

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/bioSkills1.2k1 repo~3.9kAutomated safety check: PassMIT1 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/bioSkills1.2k1 repo~4.5kAutomated safety check: PassMIT1 mo ago
104

Builds and applies 3D pharmacophore models using RDKit Pharm3D, the apo2ph4 receptor-based workflow (Heider et al.

GPTomics/bioSkills1.2k1 repo~4.7kAutomated safety check: PassMIT1 mo ago
105

Query the BindingDB drug-target binding affinity database. An agent skill from QSong-github/DrugClaw.

QSong-github/DrugClaw1161 repo~648Automated safety check: PassNo licence1 mo ago
106

Query the ChEBI (Chemical Entities of Biological Interest) database.

QSong-github/DrugClaw1161 repo~773Automated safety check: PassNo licence1 mo ago
107

Query the UniTox drug toxicity database. An agent skill from QSong-github/DrugClaw.

QSong-github/DrugClaw1161 repo~571Automated safety check: PassNo licence1 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/AtomisticSkills176—~918Automated safety check: PassMIT2 days ago
109

Analyze MD trajectories from GROMACS, AMBER, NAMD, CHARMM, LAMMPS.

jaechang-hits/SciAgent-Skills3741 repo~3.6kAutomated safety check: PassGPL-2.011 days ago
110

Molecular ML featurization library (100+ featurizers: ECFP, descriptors, ChemBERTa).

lamm-mit/scienceclaw246—~4.2kAutomated safety check: PassApache-2.01 mo ago
111

Molecular docking with AutoDock Vina (Python API). An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3741 repo~4kAutomated safety check: PassCC-BY-4.011 days ago
112

Molecular featurization hub (100+ featurizers) for ML. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3741 repo~4.3kAutomated safety check: PassApache-2.011 days ago
113

Therapeutics Data Commons (TDC) AI-ready drug discovery datasets.

jaechang-hits/SciAgent-Skills3741 repo~4.5kAutomated safety check: PassMIT11 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/SciAgent-Skills3741 repo~4.5kAutomated safety check: PassBSD-3-Clause11 days ago
115

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/medical-research-skills1.9k—~1.6kAutomated safety check: PassMIT23 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/medical-research-skills1.9k—~954Automated safety check: PassMIT23 days ago
117

Analyze data with smiles-de-salter using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.

aipoch/medical-research-skills1.9k—~2.6kAutomated safety check: PassMIT23 days ago
118

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/computational-chemistry-agent-skills148—~850Automated safety check: PassLGPL-3.0-or-lateryesterday
119

A skill your agent uses WHEN requesting core chemical structural data (SMILES, formula, mass, 2D images) via IUPAC, common, or multilingual names.

jinzhezenggroup/computational-chemistry-agent-skills148—~1.1kAutomated safety check: PassLGPL-3.0-or-lateryesterday
120

Extracts the most interesting frames from video files for thumbnail compositing.

swyxio/skills176—~2.4kAutomated safety check: PassMIT5 days ago
121

Predicts ADMET properties using ADMETlab 3.0 API or DeepChem models.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.8kAutomated safety check: PassNo licence2 mo ago
122

Calculates molecular descriptors and fingerprints using RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.6kAutomated safety check: PassNo licence2 mo ago
123

Reads, writes, and converts molecular file formats (SMILES, SDF, MOL2, PDB) using RDKit and Open Babel.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.5kAutomated safety check: PassNo licence2 mo ago
124

Enumerates chemical libraries through reaction SMARTS transformations using RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.9kAutomated safety check: PassNo licence2 mo ago
125

Performs molecular similarity searches using Tanimoto coefficient on fingerprints via RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.7kAutomated safety check: PassNo licence2 mo ago
126

Searches molecular libraries for substructure matches using SMARTS patterns with RDKit.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~1.6kAutomated safety check: PassNo licence2 mo ago
127

Performs structure-based virtual screening using AutoDock Vina 1.2 for molecular docking.

FreedomIntelligence/OpenClaw-Medical-Skills3.1k—~2.2kAutomated safety check: PassNo licence2 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/scp1701 repo~931Automated safety check: PassMIT4 mo ago
129

Predict LC-MS/MS (MS2, tandem mass spectra) from SMILES via ICEBERG, a two-stage deep neural network.

learningmatter-mit/AtomisticSkills176—~1.6kAutomated safety check: PassMIT2 days ago
130

Predict 1H NMR spectra from SMILES strings via NMRdb.org SPINUS neural network prediction and nmrsim quantum mechanical spin simulation.

learningmatter-mit/AtomisticSkills176—~1.8kAutomated safety check: PassMIT2 days ago
131

Find structurally similar chemical compounds using PubChem's 2D fast similarity engine via the PUG-REST API.

learningmatter-mit/AtomisticSkills176—~614Automated safety check: PassMIT2 days ago
132

Set up and run molecular dynamics simulations of molecules in explicit solvent boxes using Packmol for box construction and MLIPs for dynamics.

learningmatter-mit/AtomisticSkills176—~1.9kAutomated safety check: PassMIT2 days ago
133

Query ChEMBL web services for targets, molecules, and curated bioactivity measurements (IC50, Ki, EC50, etc.).

learningmatter-mit/AtomisticSkills176—~1.4kAutomated safety check: PassMIT2 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/AtomisticSkills176—~2.2kAutomated safety check: PassMIT2 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/AtomisticSkills176—~2.3kAutomated safety check: PassMIT2 days ago
136

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/AtomisticSkills176—~772Automated safety check: PassMIT2 days ago
137

Predict synthetic accessibility and retrosynthetic pathways for novel molecules using the IBM RXN API.

learningmatter-mit/AtomisticSkills176—~647Automated safety check: PassMIT2 days ago
138

Python API for RCSB PDB 3D structures (search, fetch coordinates, metadata).

lamm-mit/scienceclaw246—~2.7kAutomated safety check: PassApache-2.01 mo ago
139

Query ClinicalTrials.gov API v2 for trial data. An agent skill from jaechang-hits/SciAgent-Skills.

jaechang-hits/SciAgent-Skills3741 repo~4.6kAutomated safety check: PassCC-BY-4.011 days ago
140

Pythonic RDKit wrapper with sensible defaults for drug discovery.

jaechang-hits/SciAgent-Skills3741 repo~4.4kAutomated safety check: PassApache-2.011 days ago
141

Parse local DrugBank XML for drug info, interactions, targets, and properties.

jaechang-hits/SciAgent-Skills3741 repo~5.8kAutomated safety check: PassUnknown11 days ago
142

Look up EMDB cryo-EM density maps and fitted atomic models via the entry REST API + EBI Search WS.

jaechang-hits/SciAgent-Skills3741 repo~4.9kAutomated safety check: PassCC-BY-4.011 days ago
143

Protein language models (ESM3, ESM C) for sequence generation, structure prediction, inverse folding, and embeddings.

jaechang-hits/SciAgent-Skills3741 repo~4kAutomated safety check: PassMIT11 days ago
144

Query openFDA REST API for adverse events (FAERS), labeling, product info, recalls, enforcement.

jaechang-hits/SciAgent-Skills3741 repo~4.5kAutomated safety check: PassCC0-1.011 days ago