There's no way to verify unless it was recently enough to show in the FC Activity Log. There's no tracking of FC or linkshell join dates by the game. It's something that has been requested by player many times but SE has never responded if they would even consider it.

If that's a concern for a FC Master, they will need to have their own method of tracking join dates outside of the game.