McIvor, who is in his 50s, was originally from Edinburgh but moved to Glasgow to attend university, which was when he began to DJ.
In Edinburgh he established famed night Pure in the 1990s, before setting up Optimo in 1997 with his friend Wilkes, who uses the name JG Wilkes when performing.
The night was known for its eclectic music and proved hugely popular, while the pair continued to tour and release music after the club night concluded.
Wilkes wrote on social media it was "painful to put into words" how he felt.
He said: "Keith and I have been through so much together in our 28-year partnership. We are connected in a way that perhaps only he and I can understand.
"I do know however, that if you ever heard us play together then you will have realised how deep that connection is.
"I love you Keith. You inspired me like nobody else could and I'm so proud of what we've done together.
"I will continue Optimo (Espacio) with you always in my heart. The music will speak for both of us. Your anarchic spirit and your ferocious energy is all around me."