MIM

MIM is a program for graphical modelling. It is described in the book Introduction to Graphical Modelling.

It is available for the Windows platform only, and can handle up to 52 variables.
It supports graphical modelling with both discrete and continuous variables, using undirected graphs, directed acyclic graphs and chain graphs.