Anomalies

Where a client's self-declaration disagrees with what its connection actually proved at the wire. A User-Agent is a claim anyone can set; the TLS, TCP, and HTTP/2 fingerprints below are measured from the bytes. Disagreement is the classic signal of automation dressed as a browser — though VPNs, proxies, privacy tools, and shared fingerprints produce honest mismatches too, so these are leads, not verdicts. Each check scans every co-observed pairing on record (showing one check, capped at 500 rows).

Browser claim vs. measured captures

A User-Agent claiming a browser the catalog has measured, at a version inside the measured range, whose TLS fingerprint is consistent with none of this site's controlled captures of that browser. Where the check above leans on an external label, this one is grounded in measurement. The comparison is layered: a fingerprint differing from a capture only in handshake-variant extensions (session resumption, 0-RTT, session tickets, padding) counts as consistent and is not shown; a differing cipher list is the stronger lead (medium); matching ciphers with a differing extension or signature-algorithm set is weaker (low) — most often a field-trial, ECH, or build variant not yet captured. It sharpens as catalog coverage broadens.

fingerprintUser-Agentclaimswire showsconfidenceseenfirst seenlast seen
t13d151000_8daaf6152771_18e8a06d9b2d Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 153.0.0.0
TLS extensions or signature algorithms differ from every measured Chrome capture

The cipher suites match Chrome, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/153.0.0.0 Safari/537.36
Claimed version153.0.0.0
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 39 2026-08-28 2026-09-16
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 152.0.0.0
TLS extensions or signature algorithms differ from every measured Chrome capture

The cipher suites match Chrome, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/152.0.0.0 Safari/537.36
Claimed version152.0.0.0
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 18 2026-07-22 2026-09-16
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome 153.0.0.0
TLS extensions or signature algorithms differ from every measured Chrome capture

The cipher suites match Chrome, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/153.0.0.0 Safari/537.36
Claimed version153.0.0.0
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 7 2026-09-16 2026-09-16
t13d1614h2_86a278354501_3dd24b5ebec4 Mozilla/5.0 (Android 10; Mobile; rv:153.0) Gecko… User-Agent claims Firefox 153.0
TLS extensions or signature algorithms differ from every measured Firefox capture

The cipher suites match Firefox, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Android 10; Mobile; rv:153.0) Gecko/153.0 Firefox/153.0
Claimed version153.0
Measured versions146.0.1, 152.0.1, 154.0, 140.0.2, 151.0.4, 151.0.2, 139.0, 153.0.1, 155.0, 152.0.5, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 132.0, 152.0.3, 148.0.2, 137.0, 141.0, 155.0.1, 153.0, 151.0.3, 144.0.2, 154.0.1, 134.0, 152.0.4, 151.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 7 2026-09-16 2026-09-16
t13d1516h3_8daaf6152771_d8a2da3f94cd Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox 155.0
TLS extensions or signature algorithms differ from every measured Firefox capture

The cipher suites match Firefox, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:155.0) Gecko/20100101 Firefox/155.0
Claimed version155.0
Measured versions146.0.1, 152.0.1, 154.0, 140.0.2, 151.0.4, 151.0.2, 139.0, 153.0.1, 155.0, 152.0.5, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 132.0, 152.0.3, 148.0.2, 137.0, 141.0, 155.0.1, 153.0, 151.0.3, 144.0.2, 154.0.1, 134.0, 152.0.4, 151.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 4 2026-09-16 2026-09-16
t13d1713h2_5b57614c22b0_f81080dfc557 Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox 155.0
TLS extensions or signature algorithms differ from every measured Firefox capture

The cipher suites match Firefox, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:155.0) Gecko/20100101 Firefox/155.0
Claimed version155.0
Measured versions146.0.1, 152.0.1, 154.0, 140.0.2, 151.0.4, 151.0.2, 139.0, 153.0.1, 155.0, 152.0.5, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 132.0, 152.0.3, 148.0.2, 137.0, 141.0, 155.0.1, 153.0, 151.0.3, 144.0.2, 154.0.1, 134.0, 152.0.4, 151.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 2 2026-09-16 2026-09-16
t13d260900_6d1bcf7a4624_188c7f576dcd Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 153.0.0.0
TLS cipher list matches no measured Chrome capture

The offered TLS cipher suites match no controlled capture of Chrome. Cipher lists are very stable per browser, so a different one is a real inconsistency — though a TLS-inspecting proxy re-originating the handshake is an honest cause, which holds this at medium.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/153.0.0.0 Safari/537.36
Claimed version153.0.0.0
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites differ
JA4 labelunlabeled
medium 2 2026-09-10 2026-09-15
q13d0315h3_55b375c5d22e_78345df32b3a Mozilla/5.0 (X11; Linux x86_64; rv:155.0) Gecko/… User-Agent claims Firefox 155.0
TLS extensions or signature algorithms differ from every measured Firefox capture

The cipher suites match Firefox, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (X11; Linux x86_64; rv:155.0) Gecko/20100101 Firefox/155.0
Claimed version155.0
Measured versions146.0.1, 152.0.1, 154.0, 140.0.2, 151.0.4, 151.0.2, 139.0, 153.0.1, 155.0, 152.0.5, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 132.0, 152.0.3, 148.0.2, 137.0, 141.0, 155.0.1, 153.0, 151.0.3, 144.0.2, 154.0.1, 134.0, 152.0.4, 151.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 2 2026-09-16 2026-09-16
q13d0313h3_55b375c5d22e_eb028bd37c08 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 152.0.0.0
TLS extensions or signature algorithms differ from every measured Chrome capture

The cipher suites match Chrome, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/152.0.0.0 Safari/537.36
Claimed version152.0.0.0
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 2 2026-09-16 2026-09-16
t13d131200_f57a46bbacb6_9249cab70c77 Mozilla/5.0 (Linux; Android 15; SM-S918B) AppleW… User-Agent claims Chrome 148.0.1265.105
TLS cipher list matches no measured Chrome capture

The offered TLS cipher suites match no controlled capture of Chrome. Cipher lists are very stable per browser, so a different one is a real inconsistency — though a TLS-inspecting proxy re-originating the handshake is an honest cause, which holds this at medium.

Full User-AgentMozilla/5.0 (Linux; Android 15; SM-S918B) AppleWebKit/537.36 (KHTML, like Gecko; compatible; TelegramBot/1.0) Chrome/148.0.1265.105 Mobile Safari/537.36
Claimed version148.0.1265.105
Measured versions151.0.7922.174, 149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 149.0.7827.114, 153.0.8010.47, 149.0.7827.54, 149.0.7827.201, 150.0.7871.187, 153.0.8010.36, 151.0.7922.170, 152.0.7977.83, 152.0.7977.82, 152.0.7977.65, 150.0.7871.114, 150.0.7871.115, 150.0.7871.129, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 151.0.7922.173, 149.0.7827.102, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 151.0.7922.108, 149.0.7827.155, 150.0.7871.125, 150.0.7871.46, 151.0.7922.109, 152.0.7977.64, 148.0.7778.179, 149.0.7827.200
Layercipher suites differ
JA4 labelunlabeled
medium 1 2026-09-15 2026-09-15
t13d1517h2_8daaf6152771_3e9721a6796e Mozilla/5.0 (X11; Linux x86_64; rv:155.0) Gecko/… User-Agent claims Firefox 155.0
TLS extensions or signature algorithms differ from every measured Firefox capture

The cipher suites match Firefox, but the extension set or signature algorithms differ from every capture even after normalizing handshake-variant extensions. Most likely a field-trial, ECH, or build variant the catalog has not captured; occasionally mimicry. This sharpens as catalog coverage grows.

Full User-AgentMozilla/5.0 (X11; Linux x86_64; rv:155.0) Gecko/20100101 Firefox/155.0
Claimed version155.0
Measured versions146.0.1, 152.0.1, 154.0, 140.0.2, 151.0.4, 151.0.2, 139.0, 153.0.1, 155.0, 152.0.5, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 132.0, 152.0.3, 148.0.2, 137.0, 141.0, 155.0.1, 153.0, 151.0.3, 144.0.2, 154.0.1, 134.0, 152.0.4, 151.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 1 2026-09-16 2026-09-16
t13d131100_f57a46bbacb6_ab7e3b40a677 Mozilla/5.0 (Macintosh; Intel Mac OS X 26_1) App… User-Agent claims Safari 26.1
TLS cipher list matches no measured Safari capture

The offered TLS cipher suites match no controlled capture of Safari. Cipher lists are very stable per browser, so a different one is a real inconsistency — though a TLS-inspecting proxy re-originating the handshake is an honest cause, which holds this at medium.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 26_1) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/26.1 Safari/605.1.15
Claimed version26.1
Measured versions26.5, 26.5.2, 26.6.1, 26.4, 26.6.2
Layercipher suites differ
JA4 labelunlabeled
medium 1 2026-09-15 2026-09-15

How confidence is assigned