A rotor router walk is a deterministic walk on a graph, where the exits from each vertex follow a fixed cyclic order. We give a necessary and sufficient condition for recurrence of rotor router walks on supercritical Galton-Watson trees, in the case where the first exit of each vertex is chosen at random. Joint work with Sebastian Müller and Ecaterina Sava-Huss