Our open-source philosophy and principles of reproducible research see us make available various packages for Hyperparameter Optimization that also incorporates most of our active research.
Below are a few of the most recent and maintained tools linked:
DEHB
This is a package for multi-fidelity HPO that uses Differential Evolution as the search component in HyperBand for strong anytime performance.
For a more comprehensive list of tools available in the larger community, refer here.