You're right. The molecules in a jar of liquid have a wide range 
of different speeds. The average of all of their kinetic energies 
is what we sense as the liquid's temperature. 
Within the jar, there's conduction and convection going on 
constantly. Tiny warm samples conduct heat to the tiny cool 
samples next to them, so that the temperature stays uniform 
throughout the jar.
When some of the liquid evaporates, it's the fastest molecules that 
escaped from the surface and never returned to the jar. With them 
went their little bit of kinetic energy, so the total kinetic energy of the 
molecules that got left behind decreased slightly, and since it was 
the most energetic ones that departed, the average KE of those that 
remained also decreased. Once this new average gets uniformly 
distributed throughout the jar, it'll show up as a decrease in temperature.