Check in System Preferences, then Users & Groups, then Login Items. You can remove that item from there.
Another method would be to launch BBEdit, then right-click on the BBEdit icon in the dock.
Choose Options, then click on Open at Login to remove the checkmark.
Many apps don't need to use Login Items, but it's a good place to start.