Eubanks was born into a musical family. His mother, Vera Eubanks, is a gospel and classical pianist and organist. His uncle, Ray Bryant, was a jazz pianist. His older brother, Robin Eubanks, is a trombonist, and his younger brother Duane Eubanks is a trumpeter. Two cousins are also musicians, the late bassist David Eubanks and the pianist Charles Eubanks. Kevin studied violin and trumpet before settling on the guitar.
As an elementary school student, Eubanks was trained in violin, trumpet, and piano at the Settlement Music School in Philadelphia. He later attended Berklee College of Music in Boston and then moved to New York to begin his professional career.
After Eubanks moved to New York, he began performing with noted jazzmen such as Art Blakey (1980–81), Roy Haynes, Slide Hampton and Sam Rivers. Like his brother Robin, he has played on record with double bassist Dave Holland. In 1983, while continuing to perform with others, he formed his own quartet, playing gigs in Jordan, Pakistan, and India on a tour sponsored by the U.S. State Department.
His first recording as a leader, Guitarist, was released on the Elektra label when Eubanks was 25 years old. It led to a seven-album contract with the GRP label and four albums for Blue Note. In total, Eubanks has appeared on over 100 albums. In 2001, he founded the label Insoul Music on which he has released six albums.
Eubanks has taught at the Banff School of Fine Arts in Canada, at Rutgers University, and at the Charlie Parker School in Perugia, Italy. In 2005, Eubanks received an honorary doctorate degree from his alma mater, Berklee College of Music. He is a member of Kappa Alpha Psi fraternity and has served as an active member of the Artistic Advisory Panel of the BMI Foundation since 1999.
1 Red Ant (Live) 14:21
2 Spider Dance (Live) 5:25
3 Prelude to Spider Monkeys (Live) 2:55
4 Spider Monkeys (Live) 10:34
5 Embryo (Live) 7:58
6 Jungle Blood (Live) 14:05
Kevin Eubanks - Guitar
Marvin "Smitty: Smith - Drums
Charnett Moffett - Bass
Bill Pierce - Horns