Work in progress: 181,232 of 181,233 sites checked so far, more every week · updated 2 Nov 2026Missing a blog? Tell us

Top all-time · #14552

T

Tests, data and APIs for anti fraud and bot detection

Company blog · deviceandbrowserinfo.com/learning_zone/articlessecurityweb

Tests, data and APIs for anti fraud and bot detection is the company blog at deviceandbrowserinfo.com, writing about security and web. Since 2024, 5 different Hacker News readers have linked it 28 times, most often “Investigating the Puppeteer mode of Open Bullet 2 (credential stuffing tool)”. No feed was found, so read it on the site itself.

No feed foundVisit the blog
28mentions?
5HN people?
2024–2026first – last linked?
Links on Hacker News per year · peak 18 in 2024

Too few sampled comments (1) to say how often HN recommends it.?

Why HN links it

HN readers link this site's bot-detection test page (/are_you_a_bot) as a target for browser automation. One commenter reported that it crashed their library, while noting interest in avoiding bot detection.

Summarised by Claude from a sample of 1 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.

Device and browser info offers a range of tests (browser fingerprinting), datasets, and APIs related to (anti) fraud and bot detection.

Most-linked posts?

  1. Investigating the Puppeteer mode of Open Bullet 2 (credential stuffing tool)
    2 people · 2 mentions · first linked 2024-08-08
  2. A study of applications targeted by temporary phone numbers
    2 people · 2 mentions · first linked 2024-05-19
  3. Privacy leak: detecting anti-canvas fingerprinting browser extensions
    2 people · 2 mentions · first linked 2024-06-29
  4. The role of weak (fingerprinting) signals in bot and fraud detection
    2 people · 2 mentions · first linked 2024-05-23

What Hacker News says?

  1. I am working on a curated database of proxy IP addresses frequently used by bots: https://deviceandbrowserinfo.com/product/proxies-ips So far I have ~ 3M distinct IP addresses per 30 days, with a lot of fresh proxy IPs, 1.7M. The DB contains only verified IP addresses through which I've been able to route traffic. It DOESN'T rely on 3rd party/open-source data sources. I also made an open-source proxy IP block list b…

    Comment linking /product/proxies-ips

    on “Ask HN: What are you working on? (April 2025)”
  2. Submitted Privacy leak: detecting anti-canvas fingerprinting browser extensions as a story · 5 points

    HN discussion
  3. I build a website related to fraud (detection), bot (detection), fingerprinting, email intelligence. You can test your browser fingerprint here https://deviceandbrowserinfo.com/info_device and get information about disposable emails https://deviceandbrowserinfo.com/data/emails/disposable/inde...

    Comment linking /data/emails/disposable/index/ma

    on “Ask HN: What are you working on (September 2024)?”
  4. Submitted How to detect (headless) Chrome instrumented with Puppeteer as a story · 5 points

    HN discussion
  5. Interesting article. I’ve been curious for a while about how residential proxy IPs are collected too. Many come from shady browser extensions or mobile apps, especially free VPNs (wink wink Hola VPN). People often don’t realize they are turning their device into an exit node. Some time ago I started to track this as a side project (I work in bot detection and was always surprised by how many residential proxies show…

    Comment linking /proxy-api/stats/proxy-db-30days

    on “DSLRoot, proxies, and the threat of 'legal botnets'”
  6. Submitted The role of weak (fingerprinting) signals in bot and fraud detection as a story · 5 points

    HN discussion
  7. Since I was also tracking this proxy network as part of my side project, I wrote a short blog post + give access to 16m+ proxy IPs IoCs that belong to this proxy network: https://deviceandbrowserinfo.com/learning_zone/articles/insi...

    Comment linking /learning_zone/articles/inside-ipidea-residential-proxy-network

    on “Disrupting the Largest Residential Proxy Network”
  8. Submitted Browser Fingerprinting Attributes Correlations as a story · 4 points

    HN discussion
  9. Since I was also tracking this proxy network as part of my side project, I wrote a short blog post + give access to 16m+ proxy IPs IoCs that belong to this proxy network: https://deviceandbrowserinfo.com/learning_zone/articles/insi... Note that even after the disruption, I'm still able to route millions of requests/day through IP IDEA's network

    Comment linking /learning_zone/articles/inside-ipidea-residential-proxy-network

    on “Disrupting the Largest Residential Proxy Network”
  10. Submitted Headless Chrome with Puppeteer: How consistent is the fingerprint in 2024? as a story · 4 points

    HN discussion
  11. I tried running the hello-mochi.ts and just modified the URL and removed the session closing: - Trying to navigate to ` https://deviceandbrowserinfo.com/are_you_a_bot ` crashes it for some reason - Trying to go to ` https://grok.com ` and the page doesn't render I wished it actually worked because I use my own hand-rolled thin-wrapper over CDP and I would love for a more robust solution to avoid being detected, but…

    Comment linking /are_you_a_bot

    on “Show HN: Mochi.js: bun-native high-fidelity browser automation library”
  12. Submitted The role of weak (fingerprinting) signals in bot and fraud detection as a story · 3 points

    HN discussion
  13. Submitted Privacy leak: detecting anti-canvas fingerprinting browser extensions as a story · 3 points

    HN discussion
  14. Submitted A study of applications targeted by temporary phone numbers as a story · 3 points

    HN discussion
  15. Submitted Inside the IPIDEA residential proxy network disrupted by Google as a story · 2 points

    HN discussion
  16. Submitted Investigating the Puppeteer mode of Open Bullet 2 (credential stuffing tool) as a story · 2 points

    HN discussion
  17. Submitted Chrome 124: The new SEC-CH-UA-Form-Factors client hint as a story · 2 points

    HN discussion
  18. Submitted Investigating the Puppeteer mode of Open Bullet 2 (credential stuffing tool) as a story · 1 points

    HN discussion
  19. Submitted How to get started in bot detection and bot development? as a story · 1 points

    HN discussion
  20. Submitted Investigating Open Bullet 2's HTTP request mode (credential stuffing tool) as a story · 1 points

    HN discussion
  21. Submitted Fraudsters' Favorite Disposable Emails as a story · 1 points

    HN discussion
  22. Submitted A study of applications targeted by temporary phone numbers as a story · 1 points

    HN discussion
  23. Submitted How to detect (modified|headless) Chrome instrumented with Selenium as a story · 1 points

    HN discussion
  24. Submitted Fraud detection: detect if a user lied about its OS and infer its real OS? as a story · 1 points

    HN discussion
  25. Submitted A study of applications targeted by temporary phone numbers as a story · 1 points

    HN discussion
  26. Submitted Scraping temporary (disposable) phone numbers as a story · 1 points

    HN discussion
  27. Submitted The facebookexternalhit user agent: Facebook crawler vs. iMessage as a story · 1 points

    HN discussion

Search all of HN for deviceandbrowserinfo.com