The Allmusic site awarded the album 4 stars stating "Got That Feeling! is exactly what it set out to be -- groove-oriented and infectious, but swinging, improvisatory, and imaginative. The material on this LP isn't difficult to absorb; accessibility was Lytle's goal, and he accomplishes that goal".[3]
Track listing
All compositions by Johnny Lytle except as indicated