causalinfo is a Python library to aid in experimenting with different information measures on causal graphs—a combination of information theory with recent work on causal graphs [Pearl2000]. These information measures can used to ascertain the degree to which one variable controls or explains other variables in the graph. The use of these measures has important connections to work on causal explanation in philosophy of science, and to understanding information processing in biological networks