Browser Fingerprint Detector

65 eustoria 42 9/8/2025, 3:08:56 PM fingerprint.goldenowl.ai ↗

Comments (42)

everdrive · 2h ago
I'm deeply confused by a lot of the privacy discourse here. There seems to be opposing goals between preventing the fingerprinting mechanisms and just preventing uniqueness. Under the "preventing uniqueness" model, my Linux computer with custom Firefox and no fonts, and no js, etc. is the "most fingerprint-able" because it's the most unique. Whereas grandma on Windows and Chrome is "less unique," and therefore in some sense less fingerprint-able.

I think there are a few potential problems with this view that I never see discussed:

- Firefox sends some dummy data when making use of privacy.resistFingerprinting, and so you should get a unique fingerprint _every time_ you visit a site, so the fact alone that you're unique might potentially not matter if you're _differently_ unique every time you visit the site. Is there a flaw in this line of thinking?

- My understanding is that the primary utility of browser fingerprinting is for advertising / tracking. In other words, the bulk of the population an advertiser would actually care about would be the huge middle of the bell curve on Chrome using Windows, not the privacy nuts on Linux with a custom browser config. In other words, if "blending in with the crowd" really worked I would think that tracking companies would fail against the most important and largest part of the user pool. If anything, it's more important to target grandma as she will actually click on ads and buy stuff online compulsively.

Can anyone speak to these points? I often feel like the pro-privacy people are just crawling in the dark and not really aware of that real-world tracking is actually occurring vs. what might be possible in a research paper. Maybe I'm just the one that's confused?

socalgal2 · 30m ago
You are correct, the discussion is often unthoughtful and spun.

> the bulk of the population an advertiser would actually care about would be the huge middle of the bell curve on Chrome using Windows

The middle of the bell curve in the USA would be an iPhone and there is very little you can customize. So many people have the same model with the same settings that trying to track by fingerprinting is effectively useless.

Yes, PC/Linux users have more to track. They are the minority though. I'm not saying therefore ignore this issue. But grandma is using her phone. Not a PC.

> Firefox sends some dummy data when making use of privacy.resistFingerprinting, and so you should get a unique fingerprint _every time_ you visit a site

This assumes the fingerprinter can't filter out that random data, and that the feature is actually useful. Some of things it does sound like sites might fail or cause problems. Setting timezone to something else seems like I'm going to make a reservation for 7pm only to find out it was 7pm in another timezone. other things it doesn't might not be good for grandma. CSS will report preferred reduced motion as False. CSS will report preferred contrast as No Preference.

gruez · 1h ago
>- Firefox sends some dummy data when making use of privacy.resistFingerprinting, and so you should get a unique fingerprint _every time_ you visit a site, so the fact alone that you're unique might potentially not matter if you're _differently_ unique every time you visit the site. Is there a flaw in this line of thinking?

Yes, because those randomized results can be detected, and that can be incorporated into your fingerprint. Think of a site that asks you about your birthday. If you put in obviously false answers like "February 31, 1901", a smart implementation could just round those answers off to "lies about birthday" rather than taking them at face value.

>- My understanding is that the primary utility of browser fingerprinting is for advertising / tracking. In other words, the bulk of the population an advertiser would actually care about would be the huge middle of the bell curve on Chrome using Windows, not the privacy nuts on Linux with a custom browser config. In other words, if "blending in with the crowd" really worked I would think that tracking companies would fail against the most important and largest part of the user pool. If anything, it's more important to target grandma as she will actually click on ads and buy stuff online compulsively.

The problem is all this fingerprinting/profiling machinery ends up building a profile on privacy conscious people, even if they're impossible to sell to. That can later be exploited if the data gets leaked, or the government demands it. "I'm not a normie so nobody would want to show ads to me" doesn't address this.

throwawayqqq11 · 1h ago
Advertisers try to reidentify and match you against their database, the less information you give them and the more randomized it is, the less certain they can be, its you again.

If i use my locked down firefox with a VPN where potentially a hand full other brills like me come out on the other end, i am not concerned about them building a profile of me.

gruez · 13m ago
>Advertisers try to reidentify and match you against their database, the less information you give them and the more randomized it is, the less certain they can be, its you again.

This assumes the randomization is done properly, otherwise it just turns into a signal of "installs privacy extensions", which can still be used for targeting, as a sibling commenter has mentioned.

rsync · 2h ago
"... so the fact alone that you're unique might potentially not matter if you're _differently_ unique every time you visit the site. Is there a flaw in this line of thinking?"

No, you're thinking correctly and the odd discourse that you (and I) see is based on two implicit assumptions:

1) Your threat model is a global observer that notices - and tracks and exploits - your supposed perfect per-request uniqueness.

2) Our browsers do not give us fine grained control over every observable value so if only one variable is randomized per request, that can be discarded and you are still identifiable by (insert collection of resolution and fan speed or mouse jiggle or whatever).

Item (1) I don't care about. I'd prefer per-hit uniqueness to what I have now.

Item (2) is a valid concern and speaks to the blunt and user-hostile tools available to us (browsers, that is) which barely rise to the level of any definition of "user agent" we might imagine.

I repeat: I would much prefer fully randomized per-request variables and I don't care how unique they are relative to other traffic. I care about how unique they are relative to my other requests. Unfortunately, I am wary of browser plug-ins and have no good way to build a trust model with the 12 different plug-ins this behavior would require. This is the fault of firefox and the bad decisions they continue to make.

aerostable_slug · 18m ago
I used to work in adtech a long while back. We found that our system could effectively target people who tried not to be targeted. By that I mean we realized a better ROI that without said targeting and click-throughs & conversions were happening for our customers at a nice rate.

At the end of the day the object of the exercise is generally less about building a perfect profile of a person and a lot more about getting said person to buy something. We found our system worked very well at figuring out what ads worked on privacy-conscious people and our customers saw a nice ROI from it.

In fact, it turns out pro-privacy technically skilled people cluster nicely and it's entirely possible to sell them stuff, and their attempts to be less 'profileable' than normal actually helped our mission (which was advertising, an endeavor that in my experience doesn't GAF about violating a given person's privacy in the way the pro-privacy crowd often thinks it does).

Take from that what you will.

ranger_danger · 23m ago
The comment by gruez is accurate IMO.

Creepjs actually tries to detect what your browser is lying about and takes that into consideration (or not) based on its heuristics.

I'm still not aware of any FOSS browser (with JS actually enabled and functioning) that can produce a random fingerprint ID on every refresh of the creepjs test site.

But please prove me wrong.

avastel · 2h ago
I recently wrote about the limits of these kinds of fingerprinting tests. They tend to overly focus on uniqueness without taking into account stability. Moreover sample size is often really small which tends to artificially make a lot of users unique

https://blog.castle.io/what-browser-fingerprinting-tests-lik...

everdrive · 2h ago
This is great, and exactly the kind of nuance I almost never see when this topics come up. Thanks for posting this. Far too often, the pro-privacy crowd is much more _upset_ than they are precise, and to the point of your article are spending extra effort without really accomplishing much.
SubiculumCode · 1h ago
Ah... I was here wondering why browsers don't just run sites in a built-in virtual containers..allowing the same reports of the same hardware for everyone. especially for WebGL and canvas fingerprinting.

I suppose someone might say it is about performance of going through a virtual layer? I understandit might break specialized 3D web-apps...but for common web-browsing? idk. Do people regularly use web-based app that need direct access to a GPU to be fast and functional? But surely, an exceptions list could work.

I am sure I am missing something, but what?

socalgal2 · 26m ago
people regularly use Google Maps and video conferencing apps (Zoom, Meet, FB Messenger, ...) all of which use the GPU. Maps to be able to customize the map based on what your point of interest is. VC apps to do background blur, addons, etc...
basilikum · 3h ago
> Fingerprint Collection Failed

> This can happen due to several reasons:

> [...] JavaScript Errors: When any of the 24+ fingerprint collection methods throws an error [...]

So when any of the browser APIs it exploits aren't available, it just fails instead of using that as a datapoint in itself. I'm unimpressed.

maelito · 3h ago
This is why privacy must be enforced by states, their laws and a powerful public enforcement agency.

You cannot expect people to technically protect themselves from tracking.

(you can invite them to not use abusing services though)

dylan604 · 3h ago
> (you can invite them to not use abusing services though)

First, you'd have to define how one can determine what an abusive service is. Is Facebook an abusive service? Is some random website that happens to use FB's SDK an abusive service? How does a normie internet user find out the site they are using has abusive code? Some plugin/extension that has a moderated list that prevents a page from loading and instead loads a page dedicated to explain how that specific site is abusive?

chipsrafferty · 7m ago
> Is Facebook an abusive service?

Yes

> Is some random website that happens to use FB's SDK an abusive service?

Yes

NoboruWataya · 3h ago
Perhaps I'm missing it but does it explain what aspects of your setup contribute the most to your score or suggest remedial actions? I wasn't that surprised to find that my standard setup is highly fingerprintable (for one, I use Firefox which alone is enough to single me out in a crowd) but I also tried using a vanilla Chromium install via a popular commercial VPN and still got a rating of 100%.
abhaynayar · 2h ago
Looking at the JS, in the `calculateUniqueScore` function - it is just checking how many features it was able to detect (it gives a weight to each summing up to 100).

It is not checking how unique you are based off of some data-set it has.

This site also has plenty other such "issues"/"bugs" feels like it was quickly vibe-coded without much care.

zargon · 2h ago
Running Chrome will make you highly fingerprint-able since it has so many APIs that can identify your hardware and software configurations directly or indirectly. It doesn’t help you “blend in” at all.
seanw444 · 2h ago
I'm curious as well. Ran a stock Vanadium config with Mullvad enabled, and got 100%. Maybe Vanadium isn't as focused on fingerprinting as I'd thought.
willhschmid · 1h ago
Fingerprint Collection Failed

Yay, I am safe. I use Brave. Everyone should use Brave.

AbraKdabra · 2h ago
So, what's the solution to all of this? Are there any settings I need to modify to Chrome to not allow certain info to be queried?
elenchev · 2h ago
yes but then you become a "suspicious user" and you have to fill 100 CPATCHAs every day

at this point browser fingerprinting is a feature, not a bug

malshe · 26m ago
I second this. I tried to use Tor browser for a day in place of my regular browser. Many websites wouldn't open and the ones that dud asked me to fill in thousand captchas.
chipsrafferty · 5m ago
Even the unmodified Firefox browser with a few of the privacy settings turned on break a lot of sites.
jay-barronville · 27m ago
To be frank, in my book, relative to inadvertently being fingerprinted and tracked wherever I go, I consider being consistently faced with “let’s confirm you’re not a robot” popups and pages to be a minor inconvenience.
jay-barronville · 1h ago
Use a different browser altogether. Chrome is never ideal for anyone who cares even a little bit about privacy. Use [Brave][0].

[0]: https://brave.com

ranger_danger · 3h ago
Still nowhere near as good as creepjs: https://abrahamjuliot.github.io/creepjs/

Doesn't even detect common browser extensions.

croemer · 2h ago
Wow, this blows it completely out of the water. Even detects battery level, free storage, fonts etc
Bilal_io · 2h ago
It depends on the browser you're using, Brave is obfuscating a lot of this info, for me using Brave on Android it shows 100% battery while my actual battery is 62%.
malfist · 1h ago
On Firefox on android almost everything except the basics you expect are "unsupported"

It has file system free space, but it's wrong.

dmitrygr · 2h ago
The original is panopticlick from EFF: https://coveryourtracks.eff.org/

I do not see how this is better

dktalks · 3h ago
Why does this have a domain of .ai, what exactly it is doing AI related?
kergonath · 3h ago
.ai is a ccTLD. Being AI related is not a factor to get one.
latexr · 3h ago
But they are considerably more expensive than more common TLDs, so if you’re getting one you presumably want it specifically and understand the association users will make.
dylan604 · 3h ago
Or it could be that the .com domain was already registered and unavailable, so they started browsing the other TLDs to see where they could find something and felt like .ai is new/hip/trendy
latexr · 2h ago
Which we know is not the case here, if you just visit the domain (instead of the submitted subdomain).

https://goldenowl.ai

This is very much an AI-centric website.

kergonath · 3h ago
Maybe, but there are still many reasons to get one and it does not make anybody less legitimate than AI startups (which was the parent’s point).

Besides, they do sell AI-related services.

latexr · 2h ago
> and it does not make anybody less legitimate than AI startups (which was the parent’s point)

Was it? I’m interested in what exactly in their post makes you say that. I see confusion, not any accusation regarding legitimacy.

> Besides, they do sell AI-related services.

I know, I checked the main domain. My point was simply that if you spend extra money on a domain which has a strong association with something, it would be expected that whatever you put on it is associated with it (which indeed is the case). Otherwise you’d be wasting money and confusing potential users, which isn’t generally good business practice.

kitsun3 · 3h ago
Is there any library I could use for HW finger printing? I'd like to detect and ban evasions.
AmazingTurtle · 3h ago
Brave Browser is not detected, lol