Less arbitrary way to determine the number of clusters

[ShaowenJCornell]

Dear GraphST developers:

Is there a way to determine the number of clusters needed for my data less arbitrarily? Not just by visualizing it and manually checking it.
Is there any stats I can apply to make it more rigorously?

Thanks
Shaowen