I think this is great idea. As pointed out by Yasir, the menu cards are distributed to public (for free!). If you are not charging anything, this would be welcomed by the restaurant owners. But, to be safe, may I suggest as courtesy to put a note for the owners to inform you in case they do not want to see their menu card on the site.
Many will benefit and thank you for that idea. Go ahead...