I understand where you're coming from. At first glance I thought it would be the return of the dreaded virtual appliance giving people no clue on how developer X got to end result Y.

However, this is not that. Docker simply gives more emphasis to officially maintained docker images of popular projects, all of which have Dockerfiles available for your inspection!