I have seen from "Whether distributions with the same moments are identical" that two distributions can have the same moments while being distinct. I also saw from this answer the following plot.
While the distributions above are clearly different, even with identical moments, there is an overall 'shape' that each of these distributions roughly follow. This led me to the hypothesis that distributions with identical moments cannot be boundlessly different. Perhaps that is true, or perhaps not.