Dedicated to Professor Craig Huneke on the occasion of his sixty-fifth birthday.Abstract. A conjecture of Hirose, Watanabe, and Yoshida offers a characterization of when a standard graded strongly F -regular ring is Gorenstein, in terms of an F -pure threshold. We prove this conjecture under the additional hypothesis that the anti-canonical cover of the ring is Noetherian. Moreover, under this hypothesis on the anti-canonical cover, we give a similar criterion for when a normal F -pure (resp. log canonical) singularity is quasi-Gorenstein, in terms of an F -pure (resp. log canonical) threshold.