Philly Phuckup Share definition Flag A person who gets arrested for buying a prostitute in Philadelphia, PA. Benny Fortson had a hard time explaining to his wife how he became the latest Philly Phuckup to embarrass his Fortson family name. Philly Phuckup by Don Turgenson April 12, 2008 Get the Philly Phuckup mug.