Depending on what your requirement is, you could try out Phoebus.It isn't exactly a GraphDB but more of a distributed graph processing framework.
I am now testing the OQGRaph engine of MySQL. It looks promising but doesn't seem to support multi-graphs.
Cayley is an open-source graph inspired by the graph database behind Google's Knowledge Graph, and it is written in Go.