Picchi (meaning "peaks" or "woodpecker") is an Italian surname:
Armando Picchi (1935 – 1971), Italian football player and coach
Stadio Armando Picchi, stadium in Livorno, Italy
Giovanni Picchi (1571 or 1572 – 17 May 1643), Italian composer
Mirto Picchi (1915 - 1980), Italian dramatic tenor
Armando Picchi Calcio, Italian association football club in Livorno
Guglielmo Picchi (1973 - ), Italian politician