Pulchritudinous (and pulchritude) come from the Latin pulcher (which means “beautiful”), the same source for a number of uncommon words in English, such as pulchrify (“to beautify”), pulchritudeness (a synonym of pulchritude), and pulchrous ("fair or beautiful”).