botstop.io - Does your Browser look like a Bot?

Posted on August 11, 2026 in Security • Tagged with Bot Detection, Internet Bots, JavaScript • 2 min read

I launched a new little project called botstop.io. You open the page and it instantly tells you whether your browser looks like a bot, then refines the verdict a moment later. No CAPTCHA, no puzzles, just passive signals.


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How to find out if an IP address belongs to a Hosting / Cloud Provider?

Posted on March 09, 2022 in Security • Tagged with API, Datacenter, Hosting, Cloud-Provider, IP API, Bot-Detection, VPN-Detection, IP-Intelligence, IP-Lookup • 8 min read

It is not entirely trivial to find out if an IP address belongs to a datacenter / cloud provider. In this blog article, I try to find an algorithm that outputs with high confidence if an IPv4 / Ipv6 address belongs to a hosting provider or not.


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Is this a valid method to detect Proxies?

Posted on November 26, 2021 in Security • Tagged with proxy, proxy-detection, bot-detection, proxy-provider, anti-scraping • 8 min read

I (maybe) found another method to detect browsers that route their traffic through SOCKS/HTTP proxies. What do you think? Is this a valid method to detect Proxies? I need your help!


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7 different ways to detect Proxies

Posted on October 16, 2021 in Security • Tagged with proxy, proxy-detection, bot-detection, proxy-provider, anti-scraping • 14 min read

In this blog post, I demonstrate 7 different efficient ways how to detect a proxy server when the client is visiting a web server with a browser that has a proxy / VPN configured.


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On the Architecture of Bot Detection Services

Posted on July 18, 2021 in Security • Tagged with Internet Bots, CAPTCHA, Bot Detection • 15 min read

There are unique challenges when developing a passive bot detecting system. In this blog article, I explain some of the obstacles that need to be overcome in order to detect advanced bots without presenting a CAPTCHA. I also explain how bot programmers can benefit from the architectural challenges that bot detection systems inherently suffer from.


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Detecting Brightdata's (formerly Luminati Networks) Data Collector as a Bot

Posted on June 05, 2021 in Security • Tagged with proxy-provider, bot-detection, anti-scraping • 10 min read

In this blog article I demonstrate several bullet-proof ways how to detect Brightdata Data Collector as a bot without any doubt.


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