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The Midwestern Regional Climate Center has a new online tool based on GIS that allows you to find record temperature and precipitation values for each station in the US. As far as I can tell, it does not included threaded records like the long combined city/airport stations in major cities, but does include the most recent station. You can access the map tool at https://mrcc.illinois.edu/gismaps/extremes.htm and read more about it here.
