Temperature, as far as I know, is a measure of the average kinetic energy of the particles in a substance. For instance, if a bar of pure gold is sitting at room temperature ($273.15 \text{ K}$), then the gold molecules within the lattice will be vibrating to some extent at some average kinetic energy in J. If the temperature of that bar of gold were somehow reduced to $0 \text{ K}$, then its particles would not be under any motion at all, and the average kinetic energy would be 0 J.
Because of this, I would imagine that temperature could be measured in units of energy, like Joules. But as far as I know, no such unit has been assigned to temperature. Why not?