If it were me (it’s not) and I already owned those Omega speakers, I would be looking at one, or more, of these integrated amps to replace your existing pre-amp and amp:
Musical Paradise MP-301 MK3 Mini Tube Amplifier
Rega Brio (current model, not the Brio-R or original Brio) or Rega io for less $.
Dayens Menuetto Integrated Amplifier
They are all WAY below your max budget. Heck, I might even buy a couple of different ones, do a shootout, then return (if they have a trail period/policy) or re-sell the loser.
The Rega is probably the most popular, but it’s also the most expensive. I own a Rega Elicit-R and I love the Rega house sound. However, I might be tempted to try the other 2 based on their prices.