Airports with longest continuous temperature records
I found a pretty easy-to-digest resource from NOAA here:

ftp://ftp.ncdc.noaa.gov/pub/data/noaa/isd-history.csv

It has a list of temperature sources (including airports), with their start/end dates that they were measuring.