Compare that to something like a call graph, or a module dependency diagram. The last will be more complete, but will convey *much less* information than the later.
This varies with technology, some will be more friendly than others to this kind of tool, I think that the more dynamic, the worse, but even in very static and consistent language, I would not bet on any tool being better than the brain's parser for a long time.