This is a single-institution, single-arm study with a safety lead-in to determine if previously established safe doses of autophagy drugs, hydroxychloroquine (HCQ) and nelfinavir mesylate (NFV) will benefit ovarian cancer patients in a maintenance setting. Patients will receive the two study drugs HCQ and NFV in combination with maintenance bevacizumab.