It's either the bushings or it simply came too loose in the bracketing that connects it to the striker rod... or both.
My shifter rattles at 3,000rpm & above, but only because I was dumb enough to put SPL solid shifter bushings in (hate them but love the feel lol). It still shifts very precisely and is nice & tight tho.
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