I am trying to develop on Google App Engine and in the list of the errors displayed in the admin console I always see the following:
/favicon.ico
If you are doing this in Java, I got rid of the error by putting a blank "favicon.ico" file in the "war" directory.
If you want to make your own quick and ugly "favicon.ico" file, this website was super easy to use: http://www.favicon.cc/