Introduction Targeting immune checkpoint proteins (ICPs) via small molecules open a new window for cancer immunotherapy. Herein, we summarize recent advances of small molecules with novel chemical structures targeting ICPs, discusses their anti-tumor efficacies, which are important for the development of novel small molecules for cancer immunotherapy.