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Modern scripts, like those hosted on GitHub repositories such as Schwartzblat/Dating-Plus , often use browser extensions or user script managers like Violentmonkey to intercept data from Bumble's API. These scripts check fields like has_user_voted in the data sent to your browser to identify if a user has already swiped right on you before they even appear in your stack. Popular GitHub Repositories and Methods bumble unblur github link
In the early days of Bumble's web platform, the mechanism used to hide blurred matches was relatively simple. Understanding how it worked explains why these scripts exist. 1. The Frontend Blur Filter This public link is valid for 7 days