An important problem in graph theory is to detect the shortest paths connecting the vertices of a graph to a prescribed target vertex. Here we study a generalization of the previous problem: finding the shortest path connecting any point of a graph (and not only a vertex) to the target. Our approach is based on the study of Eikonal equations and the corresponding theory of viscosity solutions on topological graphs.