There was a thread on HN some time ago and I saved this link, which has some instructions on where to find the data and a description of the format.
ftp://ftp.ncdc.noaa.gov/pub/data/gsod/readme.txt
I wanted to start a little project to process it but never got around to it.
Hope this helps.