Doug Pratt, a DVD reviewer and "Rolling Stone" contributor, wrote that "Brush with Greatness" has a "well thought-out" plot and he enjoyed the use of Starr and Marge's previously undiscovered talents. Paul A. Cantor, author of the book "Gilligan Unbound: Pop Culture in the Age of Globalization", said that "once again Brian K. Roberts proves his genius with 'Brush with Greatness' in a superb work where Marge cultivates her wonderful artistic side". DVD Movie Guide's Colin Jacobson wrote: "From the opening at Mt. Splashmore through Homer's diet and the unveiling of Mr. Burns' controversial portrait, the episode packed a lot of great material. It also expanded Marge's character in a pleasing way, as it avoided any semblance of sappiness; we needed a break from sentiment after 'Old Money'. Overall, 'Brush with Greatness' provided a terrific episode."