Description of files available via the NCDC website [1]. The attached example [2] shows temperature and precipitation measurements for 1st of May 2006.
Links:
[1] http://www7.ncdc.noaa.gov/CDO/GSOD_DESC.txt
[2] http://spatial-analyst.net/book/system/files/GSOD20060501.zip