This is the report of the Intensity Frontier Charged Lepton Working Group of the 2013 Community Summer Study Snowmass on the Mississippi, summarizing the current status and future experimental opportunities in muon and tau lepton studies and their sensitivity to new physics. These include searches for charged lepton flavor violation, measurements of magnetic and electric dipole moments, and precision measurements of the decay spectrum and parity-violating asymmetries.