The GameObject Blackboard is part of the Gameobject that the Blackboard is attached to. Also, because it is a Component, it can have scene object references in its variables.
The Graph Blackboard is part of the Graph only. So if you are using the same graph (an asset graph) with multiple FlowScriptControllers, each of those graphs will have the same Graph Blackboard (and thus set of variables).