To rebuild GST docs, just do (from within docs/build directory):
$ make html
Here's a snipped from the sphinx install log that might be relevant:
You should now populate your master file ./index.rst and create other documentation source files. Use the Makefile to build the docs, like so: make builder where "builder" is one of the supported builders, e.g. html, latex or linkcheck.