I used to like the on board pre amp on almost any bass, but then, I started to like the passive tone of the instrument much better.
A big example is my 1979 Ibanez Musician.
The pre amp sounds very good, and in my opinion, was far ahead of its time, especially with the boost it had.
Then, I began to play it in passive mode, and liked the sound better.
If you need an analogy, the on board pre amp is like drinking very sweet soda; who doesn't like that?
But, when you embrace the idea of playing a bass which has an active pre amp in it, and playing it passively, it's like switching to seltzer. It may take some time to get used to, but, overall, you get a cleaner tone.
The one bass I would say does not fall into this category, is a Stingray; the pre amp is its sound.
An effect I am absolutely smitten with, is The Empress Para EQ.
It is as clean as mountain water, and its uncolored voicing brings out the best in whichever bass/pickup combination you're using.
I know it's a little steep at a street price of $250, and it does have a long learning curve, but I can't say enough good things about it.
Check one out if you can.
Mike