These are difficult to find. In the past, I have found these in individual city GIS department websites, but haven't found a single source that aggregates lots of cities. Quality and formats tend to vary as well.
That's what I'm finding as well. I searched through the Census site and found PUMA references and was able to find some neighborhood data and various local university library pages, but no single source with everything -- besides expensive commercial data sets.