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i look up reviews and rating on alternativeto.net , search it on openhub and sometimes add projects i might be interested it (openhub reports development activity). i sometimes search for reddit for what people say about it.
There are a bunch of websites for user reviews, but honestly i haven’t used them really iirc.
Honestly, popularity. If lots of other people use it, chance are somebody did that sort of check already.

