Comment by alpatters

I'm surprised they do not reference GraphLab from Carnegie Mellon, http://graphlab.org/projects/index.html It's built for the same purpose and has been around for a number of years. The core is in C++ with python bindings. It has quite a few ready made applications built on top of it as well.