 He and his wife Winifred are the parents of daughter Mary Kirabo Kiryabwire.In 2009, Kiryabwire and his siblings established the Jovan and Mary Kiryabwire Charitable Foundation (JMKF).The first task of the foundation was to renovate the neurosurgical ward at the Mulago National Referral Hospital, where Jovan Kiryabwire worked.