It is easy to prove, e.g. here that any group $G$ with cyclic automoprhism group must be Abelian. Cyclic groups of order $\phi(p^n) = (p-1)p^{n-1}$ for $p \ne 2$ are obviously automorphism groups, as they are the automorphism groups of $C_{p^n}$. FTFAG proves these are the only possibilities for finitely generated Abelian groups. That link also proves that cyclic groups of odd order (other than $C_1$) cannot be automorphism groups. However, this obviously leaves the question open for many even orders, the smallest being $14$.
Other than these cases, I cannot prove anything more about possible orders of cyclic automorphism groups, or find any further theorems. This MathOverflow answer talks about non locally cyclic groups with cyclic automorphism groups, and suggests $C_2$, $C_4$ and $C_6$ may be the only possibilities. But all of these are of the form $C_{(p-1)p^m}$. I can't find anything talking about this question for general groups.
So I am wondering whether there are any groups with cyclic automorphism group not of order $(p-1)p^{m}$. So I would like to know any counterexample to this, or any proof that rules out any even order of cyclic groups.