After you log in with your StumbleUpon ID, it asks you if it can (a la AppBrain) take a look at the existing apps on your phone, after which point it displays likely candidate apps one by one (complete with descriptions, screenshots and Android Market star ratings) for you to vote up or down.
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StumbleUpon launches App Discovery for Android
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