@SlateGate
The pure math powerhouses, i.e. the elite of the elite have traditionally been Harvard, MIT, Princeton, Caltech.
Stanford, UChicago, are close seconds.
Here you can find which colleges perform best at the Putnam competition throughout the years. https://en.wikipedia.org/wiki/William_Lowell_Putnam_Mathematical_Competition