As a member, he toured and recorded with The Milestone Jazzstars in 1978, featuring Sonny Rollins, Ron Carter and Al Foster. In 1980’s he led trio in various combinations.
For some time he led quintet including violinist John Blake and saxophonist Gary Bartz. For Columbia label he recorded with Phylis Hyman, first recording with a singer. In 1984 “The McCoy Tyner Big Band” was established, and McCoy recorded and composed both for big band and trio.
Tyner won his first Grammy award for the 1989 Impulse! recording A Tribute to John Coltrane. For a big band recording The Turning Point in 1992 he won second Grammy, and the third one came also for a big band on The Journey in 1994. In 1995 Tyner recorded Infinity for Impulse! with Michael Brecker, and was awarded with fourth Grammy.
The McCoy Tyner Big Band toured Europe in the fall of 1990 as a 14-piece big band.