Federal border agents will record more of their interactions on video cameras, including body-worn devices, officials said Thursday, though they cautioned that the technology would be rolled out only gradually.

Gil Kerlikowske, commissioner of U.S. Customs and Border Protection, made the announcement amid a national debate over the use of body cameras by law-enforcement officers.

“The...