# Examples using SMIRNOFF with the toolkit

The following examples are available in the openforcefield toolkit repository:

## Index of provided examples

- conformer_energies - compute conformer energies of one or more small molecules using a SMIRNOFF force field

- SMIRNOFF_simulation - simulation of a molecule in the gas phase with the SMIRNOFF force field format

- forcefield_modification - modify forcefield parameters and evaluate how system energy changes

- using_smirnoff_in_amber_or_gromacs - convert a System generated with the Open Force Field Toolkit, which can be simulated natively with OpenMM, into AMBER prmtop/inpcrd and GROMACS top/gro input files through the ParmEd library.

- swap_amber_parameters - take a prepared AMBER protein-ligand system (prmtop and crd) along with a structure file of the ligand, and replace ligand parameters with OpenFF parameters.

- inspect_assigned_parameters - check which parameters are used in which molecules and generate parameter usage statistics.

- using_smirnoff_with_amber_protein_forcefield - use SMIRNOFF parameters for small molecules in combination with more conventional force fields for proteins and other components of your system (using ParmEd to combine parameterized structures)

- check_dataset_parameter_coverage - shows how to use the Open Force Field Toolkit to ingest a dataset of molecules, and generate a report summarizing any chemistry that can not be parameterized.

- visualization - shows how rich representation of `Molecule` objects work in the context of Jupyter Notebooks.