Agolli is a surname. Notable people with the surname include:
Ansi Agolli (born 1982), Albanian footballer Dritëro Agolli (1931–2017), Albanian writer Ervis Agolli (born 1982), Albanian footballer Esma Agolli (1928–2010), Albanian actress Lejla Agolli (born 1950), Albanian composer Nexhat Agolli (1914–1949), Albanian politician