Just to confirm the accepted answer, I link here relevant definitions from Springer Online Encyclopaedia of Mathematics (definitely more reliable source than MathWorld and even PlanetMath...):
So the most appropriate thing to say would be "the augmentation ideal is nilpotent". This terminology is very standard.