nouns - Bumper sticker: "Eat Local"

For a great while, I have always thought that the bumper sticker "Eat Local" was grammatically incorrect. I was under the impression it should say "Eat Locally."

But, now, for some reason, I am starting to reconsider.

Which is correct?

Thank you.