the mean of two independent identically distributed RV's don't have the same
distribution (but with half the variance of either). Any limiting distribution for
mean must have this property.
Essentially you are looking for stable distributions, once you have these you
will find that there is a generalised central limit theorem in which other stable
distributions may appear.