James R. Munkres' "Analysis on Manifolds" is criticized for being overly simplified and computational, making it less rigorous compared to Spivak's book on the same subject. The problem sets in Munkres' book are seen as tedious and lacking depth, particularly in the sections on differential forms. While some argue that Munkres provides valuable explanations for beginners, others believe it caters too much to weaker students, diluting the content. The book is suggested for those new to multivariable calculus, but more advanced readers may find it insufficient. Overall, it is recommended to consider alternative texts like Spivak or Lee for a more thorough understanding of manifolds.