According to review aggregator Metacritic, which compiles and averages reviews from well-known music critics, Overjoyed has a score of 74 out of 100, indicating generally favorable reviews.[1] Paul McGuinness, writing in Record Collector magazine, said that "Overjoyed is a brilliant album – quite probably the best new record from a guitar band all year."[9] Mark Deming of Allmusic gave Overjoyed four out of five stars and noted that the album is more cheerful lyrically than is typical for Half Japanese's work.[2] Some critics gave the album mixed reviews; Adam Kivel wrote that the album's "clean production...too frequently redoubles the intentional toothlessness of the lines."[4]