Consider $\Bbb R$ with Borel $\sigma$-algebra $\mathcal B(\Bbb R)$. Let $\mathcal \mu:\mathcal B(\Bbb R)\to[0,\infty]$ be a measure such that for all $p\in [1,\infty)$ there exists $M>0\ ($indepedent of $p)$ with $$\int_\Bbb R\big|x\big|^p\ d\mu(x)<M.$$ Now, one such measure is $$\sum_{n=1}^\infty\frac{\delta_{c_n}}{n^2}$$ where each $c_n\in [-1,1]$. I want to find out all such $\mu$ having uniformly bounded central moments. Is it possible?
Note that by Chebyshev's inequality if $\mu$ is such a measure then $\mu\big((-\infty,\epsilon]\cup [\epsilon,\infty)\big)\leq \frac{M}{\epsilon}$ for all $\epsilon>0$.
You wrote that you want to find out all such $\mu$ having uniformly bounded central moments and you ask if it is possible.
Yes, it is possible. The result below establishes a necessary and sufficient condition for $\mu$ to have uniformly bounded central moments.
Proof:
$1$. Suppose $\mu(\mathbb{R} \setminus [-1,1])=0$ and $\int_{[-1,1]}|x|d\mu(x) < \infty$. Then for all $p\in [1,\infty)$,
$$\int_\Bbb R\big|x\big|^p\ d\mu(x) = \int_{[-1,1]} \big|x\big|^p\ d\mu(x) \leqslant \int_{[-1,1]} |x| d\mu(x)$$ And since $\int_{[-1,1]}|x|d\mu(x) < \infty$, just take $M= 1+\int_{[-1,1]}|x|d\mu(x) < \infty$.
Then for any $n\in \Bbb N -\{0\}$, we have, for all $p\in [1,\infty)$ and for all $x\in \Bbb R$ such that $|x|\geqslant 1+\frac{1}{n}$, $(1+\frac{1}{n})^p \leqslant \big|x\big|^p$. So we have, $$(1+{1}/{n})^p\mu(\{|x|\geqslant 1+{1}/{n}\})\leqslant\int_\Bbb R\big|x\big|^p\ d\mu(x)<M.$$
Since this is true for all $p\in [1,\infty)$, we have, for any $n\in \Bbb N -\{0\}$, that $$\mu(\{|x|\geqslant 1+{1}/{n}\})=0$$ Thus we have that $$\mu(\{|x|> 1\})=0$$
We have proved that $\mu(\mathbb{R} \setminus [-1,1])=0$.
Now, just considering $p=1$, we have $$\int_{[-1,1]} |x| d\mu(x) = \int_\Bbb R\big|x\big|\ d\mu(x)<M$$ So we proved that $\int_{[-1,1]}|x|d\mu(x) < \infty$.
Additional comment: if you assume additionally that $\mu$ is finite on compact sets, then we "automatically" have that $\mu([-1,1])<\infty$ and so $\int_{[-1,1]}|x|d\mu(x) < \infty$.