ZOOpt (Zeroth-Order Optimization) is an open-source Python toolbox designed for derivative-free and black-box optimization. It finds optimal solutions for complex functions without requiring mathematical derivatives. It is highly tailored for machine learning tasks like hyper-parameter tuning and direct policy search.