European foreign ministers agreed Monday to expand the bloc’s support for security and armed forces in the Central African Republic, part of an effort to counter what diplomats fear is a growing Russian role there.

European diplomats have voiced concerns in recent weeks about Russian activity in the country, with some saying Moscow could be seeking a foothold in the region where European countries, especially France, have historical links.

Since...