There have been many attempts to apply the powerful tools of statistical mechanics to self-gravitating N-body systems such as star clusters, galaxies, and planetary systems. I will describe why this is difficult, some notable failures and successes, and recent work on two arenas where these tools may offer new insight: the distribution of young stars in the central parsec of our Galaxy, and the distribution of orbits of exoplanets.