WebBot

Browser extension for auditing search engine behavior by simulating browsing.

Browser extensionfreeglobal

WebBot is a browser extension built for academic research that simulates browsing and searching behavior to audit and study how search engines behave. It suits researchers studying search engine results and algorithmic bias who need scaled, repeatable search behavior instead of manual testing.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of WebBot - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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