Monday, 25 May 2026

Python Libraries for Atoms, Molecules, and Chemical Analysis

 


Atomic & Molecular Modeling Libraries

  1. ASE (Atomic Simulation Environment)
    Used for atomistic simulations, crystal structures, and molecular modeling.
    ASE
  2. PySCF
    Quantum chemistry calculations and electronic structure simulations.
    PySCF
  3. Psi4
    Open-source quantum chemistry software.
    Psi4
  4. RDKit
    Molecular informatics, cheminformatics, fingerprints, SMILES handling.
    RDKit
  5. Open Babel
    Chemical file conversion and molecular data processing.
    Open Babel
  6. MDAnalysis
    Molecular dynamics trajectory analysis.
    MDAnalysis
  7. ParmEd
    Molecular mechanics parameter editing library.
    ParmEd
  8. PyMOL API
    Molecular visualization and protein rendering.
    PyMOL
  9. Pybel
    Python wrapper for Open Babel.
    Pybel
  10. Atomic Simulation Recipes (ASR)
    Workflow tools for atomistic simulations.
    ASR

Chemistry & Cheminformatics Libraries

  1. PubChemPy
    Access chemical compound data from PubChem.
    PubChemPy
  2. mendeleev
    Periodic table data and element properties.
    mendeleev
  3. periodictable
    Element/isotope data handling.
    periodictable
  4. ChemPy
    Chemical reactions, kinetics, equilibrium calculations.
    ChemPy
  5. Cantera
    Thermodynamics, combustion, and chemical kinetics.
    Cantera
  6. PyMatGen
    Materials analysis and crystal structure computations.
    pymatgen
  7. cclib
    Parses computational chemistry log files.
    cclib
  8. Autode
    Automated reaction mechanism calculations.
    Autode
  9. DeepChem
    AI + deep learning for chemistry and drug discovery.
    DeepChem
  10. PyRx
    Virtual screening and molecular docking.
    PyRx

Chemical Engineering & Industrial Libraries

  1. thermo
    Chemical thermodynamics and property calculations.
    thermo
  2. CoolProp
    Thermophysical properties for fluids.
    CoolProp
  3. fluids
    Fluid dynamics and pipe flow calculations.
    fluids
  4. IDAES-PSE
    Process systems engineering platform.
    IDAES
  5. DWSIM Python API
    Chemical process simulation automation.
    DWSIM
  6. Pyomo
    Optimization for chemical process engineering.
    Pyomo
  7. Biosteam
    Techno-economic simulation for bioprocess industries.
    Biosteam
  8. scikit-chem
    Machine learning + cheminformatics utilities.
    scikit-chem
  9. PyEQL
    Electrolyte equilibrium calculations.
    PyEQL
  10. Reaction Mechanism Generator (RMG)
    Automatically generates chemical reaction mechanisms.
    RMG

Visualization & Molecular Graphics

  1. nglview
    Jupyter molecular visualization widget.
    nglview
  2. py3Dmol
    3D molecular visualization in notebooks.
    py3Dmol
  3. VMD Python
    Molecular visualization and analysis.
    VMD
  4. Mayavi
    Scientific 3D visualization for molecular data.
    Mayavi
  5. Plotly Chemistry Visualizations
    Interactive scientific plotting.
    Plotly

AI, Drug Discovery & Materials Science

  1. TorchDrug
    Deep learning framework for molecular graphs.
    TorchDrug
  2. DGL-LifeSci
    Graph neural networks for chemistry and biology.
    DGL-LifeSci
  3. MolSSI QCArchive
    Quantum chemistry data ecosystem.
    QCArchive
  4. Schrodinger Python API
    Drug discovery and molecular simulations.
    Schrodinger
  5. OpenMM
    High-performance molecular dynamics simulations.
    OpenMM

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