Muhoozi is a surname. Notable people with this surname include:
Muhoozi Kainerugaba, Ugandan military officer, Chief of Defence Forces of UPDF David Muhoozi, Ugandan military officer and lawyer, former Minister for Internal Affairs Alice Muhoozi, Ugandan presidential speech writer Alfred Muhoozi, Ugandan Anglican bishop