The time discretization of gradient flows in metric spaces uses variants of the celebrated implicit Euler-type scheme of Jordan, Kinderlehrer and Otto. We propose in this Note a different approach which allows to construct two second order in time numerical schemes. We show that these schemes are well defined and prove (theoretically and numerically) the convergence for a gradient flow in the Wasserstein space corresponding to a Fokker–Planck equation.