Novel coronavirus disease 2019 (COVID-19) represents a challenge to prisons because of close confinement, limited access to personal protective equipment, and elevated burden of cardiac and respiratory conditions that exacerbate COVID-19 risk among prisoners. Although news reports document prison outbreaks of COVID-19, systematic data are lacking. Relying on officially reported data, we examined COVID-19 case rates and deaths among federal and state prisoners.