Igraph

igraph is a library for the analysis of graphs. It is capable of dealing with very large graphs. It is written in C, but it can be used from R and Python. It is available under the GNU GPL.

In Python
To use it in Python you can try easy_install igraph


 * documentation for using igraph in Python