I use iTunes with "Keep My Library Organised" switched on.
I've had to make sure the ID tags are right on the whole lot (around 35,000 tracks) and have applied artist names in "encyclopedia rules" - so McCartney, Paul not Paul McCartney.
It works very well for me, and I use Genres, Release Dates, Play-lists and so on to find what I want.
iTunes can also jump straight to the song you want by typing the name into the bar at the top - it takes no more than 2 seconds on my rather venerable PC.
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Overhead, the Albatross hangs motionless upon the air,
And deep beneath the rolling waves,
In labyrinths of Coral Caves,
The Echo of a distant time
Comes willowing across the sand;
And everthing is Green and Submarine
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