We address a data-driven approach to the numerical approximation of coarse-grained stable,unstable and center manifolds of microscopic/stochastic and large-scale black-box simulators. Our approach, which makes use of data derived by short-time simulations is based on the Equation-Free framework [1] for multiscale computations.