The album received generally positive reviews. Neil Z. Yeung of Allmusic stated, "There's not much here to hail a return-to-form renaissance, but for those in need of a solid dose of the familiar, I Wanna Thank Me is pure Snoop, complete with sly boasts, smooth production, and nostalgic, kush-loving comforts."
