The use of UAVs by the FBI happened as a result of the 11 September terrorist attacks and remains classified top secret.
FBI Director Robert Mueller testified before the Senate Judiciary Committee on 19 June 2013 that the FBI owns and uses UAVs for the purposes of "surveillance". 
