I use the tags below to roughly put the kids' books in age groups. If a book has two age group tags, then it's somewhere in the middle.
Kids' Picture Books - illustrated books for kids under age 4 or 5
Middle Readers - usually best for about 8 or 9 year-olds up to 12 or so
YA - Young Adult or Teens, so usually best for over age 13