We consider chemical graphs that are defined as connected graphs of maximum degree at most 3. We characterize the extremal ones, that is, those that maximize or minimize 33 degree-based topological indices. This study shows that five graph families are sufficient to characterize the extremal chemical graphs of 29 of these 33 indices. In other words, the extremal properties of this set of degree-based topological indices vary very little.