If a custom capability is specified, the plugin does not appear to create the capabilities. (They do not appear in the members plugin)
These can be manually added using the members plugin.
EG: if you specify capability video, then add capabilities
edit_video, read_video, manage_video, delete etc...
edit_videos, read_videos, manage_videos