Metric mean dimension is a geometric invariant of topological dynamical systems with infinite entropy. It can be seen as dynamical analogue of the box dimension and, in particular, depends on the metric structure. In this talk we will present a sharp upper bound on this concept in terms of other metric properties of the system, namely, the Hölder regularity of the map and the fractal structure of the phase space.