  We introduce the package "GraphicalModelsMLE" for computing the maximum
likelihood estimates (MLEs) of a Gaussian graphical model in the computer
algebra system Macaulay2. This package allows the computation of MLEs for the
class of loopless mixed graphs. Additional functionality allows the user to
explore the underlying algebraic structure of the model, such as its maximum
likelihood degree and the ideal of score equations.
