In this work, I consider the Lyapunov exponents and the stability of a class of measure differential equations. To obtain these results, I regard the measure differential equation as a perturbation of the ordinary differential equation and apply the roughness theory. Finally, I derive the relation and difference between the ordinary differential equations and the measure differential equations.