It can be derived from here by the triangle inequality that for unimodal distributions, the distance between the mean and the mode satisfies the bound
$$\left|\overline{X} - \text{mode}(X) \right| \leq (1 + \sqrt{5})\sqrt{\frac{3}{5}}\sigma.$$
Is it possible to improve upon this bound if we also know the skewness of the distribution? What about if we know even higher moments?