  We introduce the package GraphicalModelsMLE for computing the maximum
likelihood estimator (MLE) of a Gaussian graphical model in the computer
algebra system Macaulay2. The package allows to compute for the class of
loopless mixed graphs. Additional functionality allows to explore the
underlying algebraic structure of the model, such as its ML degree and the
ideal of score equations.
