SEOUL—South Korea said Thursday it would join China’s planned development bank, the latest U.S. ally to sign up to an institution viewed with skepticism by Washington.

The move reflects warm ties between the Asian neighbors and Seoul’s desire for its companies to not miss out on projects funded by the new Asian Infrastructure Investment Bank, which has been steadily gaining members.

South...