Was able to get everything in my private registry back by searching just for 'library':
docker search [my.registry.host]:[port]/library
Returns (e.g.):
NAME DESCRIPTION STARS OFFICIAL AUTOMATED
library/custom-image 0
library/another-image 0
library/hello-world 0