Ah I have this same problem as well. I took it to the shop and of course when they had it, it didn't make the noise. Mine was making a screeching noise in addition to a rough/stalled start.
I switched to using a higher grade fuel and occasionally put some cleaner in and it's been about two weeks since my car has had trouble starting or made that awful noise. So maybe you could try that?
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