awesome-drug-discovery
github.com/yboulaamane/awesome-drug-discovery ↗A meticulously curated resource list focused on computational methods for drug discovery.
Use this list with your AI agent
Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me qsar and descriptor tools resources from awesome-drug-discovery"
Installation instructions →What's inside
Ligand Design and Optimization
- 3D-QSARQSAR and Descriptor Tools
Web resources for 3D QSAR modeling.
- ADMET-AIMolecular Property Prediction
A web-based tool for predicting ADMET properties based on Chemprop-RDKit models trained on datasets from the TDC.
- AdmetboostMolecular Property Prediction
ML-based ADMET prediction.
- ADMETlab 2.0Molecular Property Prediction
PK, toxicity and drug-likeness.
- admetSAR 2.0Molecular Property Prediction
Comprehensive ADMET.
- alvaDescDescriptor and Featurization Tools
Commercial software for molecular descriptors and fingerprints.
Learning Resources
- AI/DL for Life SciencesInstructional Notebooks
Interactive notebooks showcasing AI/DL use cases in life sciences.
- BIGCHEMFree Courses
Online course on big data applications in chemistry.
- CheminformaniaBlogs
Cheminformatics meets deep learning and molecular modeling.
- Cheminformatics OLCCFree Courses
Intercollegiate course on cheminformatics theory and coding.
- Chem-WorkflowsBlogs
Jupyter-based chemistry workflows and tutorials.
- Computer Aided Drug DesignFree Courses
Foundational introduction to chemoinformatics and computational drug design.
Labs and Research Groups
- AI Laboratory for Molecular Engineering
PROTACs, molecular glues, and ML for chemistry and life sciences. (Chalmers University, Sweden)
- Angelo Raymond Rossi
High-performance computing for computational chemistry and cheminformatics. (University of Connecticut, USA)
- Bonvin Lab
Computational structural biology, HADDOCK, and integrative modeling. (Utrecht University, Netherlands)
- Carlsson Lab
GPCR modeling, receptor-ligand interactions, MD, docking, and AI for drug discovery. (Uppsala University, Sweden)
- COMP3D
Develops and applies AI methods to design safe, effective pharmaceuticals and agrochemicals. (University of Vienna, Austria)
- Erastova Lab
Molecular modeling of soft matter and biomolecular simulations. (University of Edinburgh, UK)
Databases and Chemical Libraries
- Aircheck DatasetsBioactivity Databases
Curated DEL datasets for AI‑driven drug discovery, enabling benchmarking and model development.
- AmbinterGeneral Compound Libraries
40M+ compounds for HTS, building blocks, and a wide selection of fragments and natural products.
- ANPDBNatural Product Libraries
27k+ African medicinal plant compounds.
- ArtemisiaDBNatural Product Libraries
Artemisia genus compounds.
- BIAdbNatural Product Libraries
A database for benzylisoquinoline alkaloids.
- BindingDBBioactivity Databases
Binding affinities for biomolecules.
Synthesis and Retrosynthesis Planning
- AiZynthFinder
Monte Carlo tree search-based retrosynthesis using trained neural networks.
- ASKCOS
Synthesis route prediction with ML, developed by MIT.
- IBM RoboRXN
Automated reaction prediction using transformer models.
- MANIFOLD
Search engine for synthetically accessible molecules and building blocks.
- onepot.ai
AI-enabled molecular editor and synthesis planning platform with an encrypted structure environment.
Target and Protein Data
- AlphaFold DBProtein Structures
Predicted structures from AlphaFold.
- CASTpBinding Site and Pocket Detection
Pocket geometry and volume analysis.
- CaverWebBinding Site and Pocket Detection
Tunnel and channel detection.
- CavityPlusBinding Site and Pocket Detection
Pocket detection and druggability.
- DynaMutProtein Engineering and Modeling
Predicts mutation-induced stability changes.
- Human Protein AtlasProtein Structures
Spatial mapping of all human proteins across tissues and cells.
Molecular Dynamics and Simulation
- AMBEREngines
Suite for biomolecular simulations and free energy calculations.
- ATBTopology and Force Field Tools
Automated topology builder and repository for classical force field parameters.
- CABS-flex 3.0Analysis Tools
Web server for rapid simulation of protein and peptide structural flexibility using coarse-grained models.
- CGenFFTopology and Force Field Tools
CHARMM force field parametrization of drug-like molecules.
- CHARMM-GUITopology and Force Field Tools
Web-based interface for building complex biomolecular systems and generating MD input files.
- cmd-viewerAnalysis Tools
Tool for visualizing and analyzing MD simulation trajectories and structural data.
Utility and Workflow Tools
- AssayCurveFit
Web application for processing dose-response data and generating IC50/EC50 curve fits.
- AssayCurveFit (GitHub)
Source repository for IC50/EC50 calculation from biochemical assays.
- BioMoDes
Biomolecular structure prediction and modeling tools.
- biopipelines
Modular Python framework for automated computational protein and ligand engineering workflows on SLURM clusters.
- CADD Vault
CADD resources repository.
- CHEESE
AI-driven interactive tool for analyzing chemical spaces and optimizing hit compounds.
Showing a sample of 289 resources. View the full list on GitHub →