The chairman of the Federal Communications Commission is recommending approval of AT&T Inc.’s $67 billion purchase of BellSouth Corp., people familiar with the matter said Friday.

FCC Chairman Kevin Martin circulated a recommendation approving the purchase without conditions late Thursday night, meaning a formal vote is likely to occur at the agency’s Oct. 12 meeting.