The U.S Marshals do not keep inmates. They are a law enforcement organization and have no prisons. A person detained by the U.S Marshals would be housed in a Federal prison, or, temporarily, in a state or local jail, pending trial and some resolution of the reason for their detention.
https://www.usmarshals.gov/prisoner/