Without question you’re going to receive a multitude of different suggestions, so I may as well offer mine. IMO the best part of your audio system are the Omega speakers, I’d keep them. I believe that you’ll get much more involving and emotionally engaging jazz playback with a tube amplifier.
Fortunately you don’t need high power and I disagree with the the comment above with regard to low power amplification. The Omegas allow you to to focus exclusively on the quality of the amplifier rather than getting more watts.
For example (And there’re numerous good ones)
Luxman SQ -n 150
Coincident Dynamo el 34SEP/300b SET
Dennis Had Fire bottle SEP
Decware SEP several model choices.
Anyone of these choices would sound "much" better and involving than your current amplifier/preamplifier chain. Your jazz recordings will spring to life and pull you in deeper to the music. Your Omegas are not the problem. After improving the amplification I would next upgrade to a higher quality seperate DAC connected to your current music server.
Charles