One of the agents arrested was identified as Alireza Vakili and was found to be in possession of a gun, the daily Gundelik wrote on Saturday, quoting a police source.
The other two men were identified as Sabber Mohammadi and Behrouz Dargah.
The three were arrested by officers of Azerbaijans Ministry of National Security while filming the French embassy in Baku.