Ultrarelativistic heavy-ion collisions should produce hydrogen-atom-like Coulomb bound states of muons and mesons. Such atoms could provide a convenient way to measure the muon momentum distribution. We estimate the production rate of pion-muon atoms expected from heavy-ion colliders.