Mammatus clouds, which appear as pouch-like protrusions hanging from the base of a cloud, often indicate the presence of severe thunderstorms. They are frequently associated with cumulonimbus clouds and may suggest the potential for hail, heavy rain, or lightning. While they can be an ominous sign, they don't necessarily mean a tornado is imminent.