Summary
This phase II trial studies the side effects and best dose of cabozantinib when given together with pembrolizumab and how well it works as first line therapy in treating patients with cisplatin-ineligible urothelial cancer that has spread to nearby tissue or lymph nodes (locally advanced) or has spread to other places in the body (metastatic) or cannot be removed by surgery (unresectable). Cabozantinib may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Immunotherapy with monoclonal antibodies, such as pembrolizumab, may help the body’s immune system attack the cancer, and may interfere with the ability of tumor cells to grow and spread. Giving cabozantinib and pembrolizumab may work better in treating patients with cisplatin-ineligible metastatic, locally advanced, or unresectable urothelial cancer.