Molecular Dynamics
GROMACS
Simulate protein only or protein-ligand interactions using GROMACS force field
H.J.C. Berendsen et al.
Membrane Protein MD (GROMACS)
Simulate membrane proteins embedded in lipid bilayers using GROMACS with CHARMM36 force field
Abraham et al.
AI2BMD
Ab initio accuracy molecular dynamics for proteins, using a machine-learned potential
Wang T. et al.
OpenMM MD
Simulate protein only or protein-ligand interactions using AMBER force field
Arantes P.R. et al.
ABB4-STEROIDS
Antibody conformational ensemble prediction
Spoendlin et al.
BioEmu
Approximate equilibrium distribution
Lewis et al.
MM/GB(PB)SA
Calculate protein-ligand or protein-protein binding free energy using Molecular mechanics/Generalized-Born (Poisson-Boltzmann) surface area
GIST
Per-voxel water thermodynamics around a binding site via GIST (cpptraj) over an explicit-solvent MD trajectory
Nguyen CN et al.
PDBFixer
Fix and prepare PDB structures for downstream simulation
Eastman P et al.
Relative Binding Free Energy
Relative energy of protein-ligand complexes
The OpenFE development team et al.
Membrane Relative Binding Free Energy
Relative binding free energy for membrane-embedded proteins
The OpenFE development team et al.
Absolute Binding Free Energy
Absolute binding free energy of protein-ligand complexes (net-neutral ligands only; use RBFE for charged ligands)
The OpenFE development team et al.
GroScore
Protein-protein binding affinity from steered MD
Perthold et al.
Orb Models 3
Protein ligand interaction energy
Rhodes et al.
MDGen
Generative modeling of molecular dynamics trajectories
Jing et al.
OpenFE
Alchemical free energy calculations (RBFE, ABFE, RHFE, SepTop, membrane RBFE) plus complex MD, with configurable temperature, force field, sampling, and solvent.
The OpenFE development team et al.
TMD
Differentiable molecular dynamics engine for RBFE calculations with GPU-accelerated HREX sampling
TMD Industries et al.
AF2Rave
Generates diverse protein structures using reduced MSA AlphaFold2
AlphaFold2-RAVE: From sequence to Boltzmann ensemble et al.
OpenMM Protein Relaxation
Relax a protein structure using OpenMM
P. Eastman et al.
g_mmpbsa
Estimate binding free energy (ΔGbind) from protein-ligand or protein-protein trajectories.
Kumari R. et al.
SSTMap
Water thermodynamics from an explicit-solvent MD trajectory: discrete hydration-site (HSA) energetics and entropy plus grid-based (GIST) solvation maps.
Haider K. et al.
OpenMM Metadynamics
Efficiently explore free energy landscapes for conformational changes, protein-ligand binding, and other biophysical processes using well-tempered metadynamics.
Tribello G.A. et al.
OpenMM Temperature Replica Exchange
Perform temperature replica exchange molecular dynamics for enhanced conformational sampling
Eastman P et al.
DynamicsPLM Finetuning
Finetune a dynamics-aware protein language model on your data
Kalifa et al.
Dyna-1
Predict millisecond conformational exchange
Wayment-Steele et al.