Groundhogs will not look to eat chicken eggs. Their primary food source is plants and vegetation, which they will always seek out first and foremost. However, they do eat some animal-based foods in the form of small insects which does prove to be an exception. Other than that the closest thing to chicken eggs that they eat are small bird eggs, which again they eat only on rare occasions.