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 (each check previews its top 50 rows — the per-check view holds up to 500).

Browser claim vs. tool fingerprint

A User-Agent claiming a mainstream browser, observed with a TLS ClientHello the JA4+ database identifies as a non-browser tool (curl, a C2 agent, a library). The TLS stack is far harder to forge convincingly than the User-Agent header.

fingerprintUser-Agentclaimswire showsconfidenceseenfirst seenlast seen
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (Windows NT 10.0) AppleWebKit/537.36… User-Agent claims Chrome
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/106.0.0.0 Safari/537.36
Label distributionSliver Agent
Confidencehigh — repeated co-occurrence
high 40 2026-06-16 2026-10-28
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/128.0.0.0 Safari/537.36
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 21 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/128.0.0.0 Safari/537.36
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 21 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:129.0… User-Agent claims Firefox
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:129.0) Gecko/20100101 Firefox/129.0
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 21 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:129.0) Gecko/20100101 Firefox/129.0
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 21 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Safari
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/17.5 Safari/605.1.15
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 20 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Edge
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/128.0.0.0 Safari/537.36 Edg/128.0.0.0
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 20 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:129… User-Agent claims Firefox
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64; rv:129.0) Gecko/20100101 Firefox/129.0
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 20 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/128.0.0.0 Safari/537.36
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 20 2026-09-14 2026-10-25
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 4 2026-06-11 2026-10-10
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 3 2026-10-09 2026-10-10
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Safari
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/18.2 Safari/605.1.15
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 3 2026-10-09 2026-10-10
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Edge
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/130.0.0.0 Safari/537.36 Edg/130.0.0.0
Label distributionngrok
Confidencehigh — repeated co-occurrence
high 3 2026-10-09 2026-10-10
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Label distributionngrok
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 2 2026-10-10 2026-10-10
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4 240.111 Safari/537.36
Label distributionSliver Agent
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 2 2026-06-25 2026-10-11
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:134… User-Agent claims Firefox
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64; rv:134.0) Gecko/20100101 Firefox/134.0
Label distributionngrok
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 2 2026-10-09 2026-10-10
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (X11; CrOS x86_64 8172.45.0) AppleWe… User-Agent claims Chrome
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; CrOS x86_64 8172.45.0) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/51.0.2704.64 Safari/537.36
Label distributionSliver Agent
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 2 2026-10-01 2026-10-01
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_4) … User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/108.0.0.0 Safari/537.36
Label distributionngrok
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-22 2026-10-22
t13d201100_2b729b4bf6f3_9e7b989ebec8 Mozilla/5.0 (Windows NT 6.2; arm64) AppleWebKit/… User-Agent claims Edge
JA4 identified as IcedID

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 6.2; arm64) AppleWebKit/537.36 (KHTML, like Gecko) Edge/83.0.0.0 Safari/537.36
Label distributionIcedID
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-18 2026-10-18
t13d201100_2b729b4bf6f3_9e7b989ebec8 Mozilla/5.0 (Windows NT 6.3; arm64) AppleWebKit/… User-Agent claims Safari
JA4 identified as IcedID

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 6.3; arm64) AppleWebKit/537.36 (KHTML, like Gecko) Safari/13.0.0.0 Safari/537.36
Label distributionIcedID
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-25 2026-10-25
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (Linux; Android 12; RMX3081) AppleWe… User-Agent claims Chrome
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Linux; Android 12; RMX3081) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/101.0.4951.41 Mobile Safari/537.36
Label distributionSliver Agent
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-11 2026-10-11
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (Linux; Android 11; LM-V510N) AppleW… User-Agent claims Edge
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Linux; Android 11; LM-V510N) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/101.0.4951.41 Mobile Safari/537.36 EdgA/101.0.1210.32
Label distributionSliver Agent
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-19 2026-10-19
t13d190900_9dc949149365_97f8aa674fd9 Mozilla/5.0 (Linux; Android 12; SM-P615) AppleWe… User-Agent claims Chrome
JA4 identified as Sliver Agent

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Linux; Android 12; SM-P615) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/100.0.4896.127 Safari/537.36
Label distributionSliver Agent
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-20 2026-10-20
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Linux; Android 10; K) AppleWebKit/5… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Linux; Android 10; K) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Mobile Safari/537.36
Label distributionngrok
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-10 2026-10-10
t13d191000_9dc949149365_e7c285222651 Mozilla/5.0 (Windows NT 7_1_1; Win64; x64) Apple… User-Agent claims Chrome
JA4 identified as ngrok

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (Windows NT 7_1_1; Win64; x64) AppleWebKit/553.36 (KHTML, like Gecko) Chrome/87.0.439 Safari/537.36
Label distributionngrok
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-19 2026-10-19
t13d201100_2b729b4bf6f3_9e7b989ebec8 Mozilla/5.0 (X11; Ubuntu; Linux x86_64; x86) App… User-Agent claims Safari
JA4 identified as IcedID

The TLS ClientHello is produced by the client's TLS library and is far harder to forge than a User-Agent header. This fingerprint's dominant community label is a non-browser tool, so the browser claim contradicts the wire.

Full User-AgentMozilla/5.0 (X11; Ubuntu; Linux x86_64; x86) AppleWebKit/537.36 (KHTML, like Gecko) Opera/72.0.0.0 Safari/537.36
Label distributionIcedID
Confidencemedium — fewer than 3 sightings; the label is itself an inference
medium 1 2026-10-16 2026-10-16

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
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome 154.0.0.0
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/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 1266 2026-10-05 2026-10-19
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 155.0.0.0
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/155.0.0.0 Safari/537.36
Claimed version155.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 938 2026-10-08 2026-10-30
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome 155.0.0.0
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/155.0.0.0 Safari/537.36
Claimed version155.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 412 2026-10-14 2026-10-23
t13d1715h2_5b57614c22b0_a54fffd0eb61 Mozilla/5.0 (X11; Linux x86_64; rv:140.0) Gecko/… User-Agent claims Firefox 140.0
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:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 218 2026-06-11 2026-10-27
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:137… User-Agent claims Firefox 137.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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; rv:137.0) Gecko/20100101 Firefox/137.0
Claimed version137.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 155 2026-09-23 2026-10-30
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 versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 143 2026-08-28 2026-10-30
t13d1517h2_8daaf6152771_dcad5a053991 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 149.0.0.0
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/149.0.0.0 Safari/537.36
Claimed version149.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 137 2026-06-16 2026-10-29
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 versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 69 2026-09-16 2026-10-07
t13d1314h2_f57a46bbacb6_fb48f8b98a29 Mozilla/5.0 (Macintosh; Intel Mac OS X 14.2; rv:… User-Agent claims Firefox 133.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 14.2; rv:133.0) Gecko/20100101 Firefox/133.0
Claimed version133.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 55 2026-10-10 2026-10-10
t13d1715h2_5b57614c22b0_a54fffd0eb61 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:140… User-Agent claims Firefox 140.0
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 (Windows NT 10.0; Win64; x64; rv:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 52 2026-06-20 2026-10-01
q13d0313h3_55b375c5d22e_fc7519ff7bc2 Mozilla/5.0 (X11; Linux x86_64; rv:140.0) Gecko/… User-Agent claims Firefox 140.0
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:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 48 2026-06-16 2026-10-29
t13d131000_f57a46bbacb6_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:140… User-Agent claims Firefox 140.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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; rv:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 41 2026-06-30 2026-10-28
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox 137.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 10.15; rv:137.0) Gecko/20100101 Firefox/137.0
Claimed version137.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 34 2026-09-21 2026-10-29
t13d1715h2_5b57614c22b0_a54fffd0eb61 Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox 140.0
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:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 33 2026-07-01 2026-10-25
t13d1516h2_8daaf6152771_d8a2da3f94cd Mozilla/5.0 (iPhone; CPU iPhone OS 18_7_8 like M… User-Agent claims Safari 26.0
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 (iPhone; CPU iPhone OS 18_7_8 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/26.0 Mobile/15E148 Safari/604.1
Claimed version26.0
Measured versions26.5, 26.5.2, 26.6.1, 26.4, 26.6.2
Layercipher suites differ
JA4 labelunlabeled
medium 30 2026-07-01 2026-10-29
t13d1517h2_8daaf6152771_6f4c3a25c801 Mozilla/5.0 (X11; Linux x86_64; rv:157.0) Gecko/… User-Agent claims Firefox 157.0
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:157.0) Gecko/20100101 Firefox/157.0
Claimed version157.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 30 2026-10-05 2026-10-06
t13d1714h2_5b57614c22b0_53a6d0ab1c42 Mozilla/5.0 (X11; Linux x86_64; rv:140.0) Gecko/… User-Agent claims Firefox 140.0
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:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 28 2026-06-17 2026-10-29
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 versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 26 2026-07-22 2026-10-21
t13d1517h2_8daaf6152771_6f4c3a25c801 Mozilla/5.0 (X11; Linux x86_64; rv:158.0) Gecko/… User-Agent claims Firefox 158.0
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:158.0) Gecko/20100101 Firefox/158.0
Claimed version158.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 25 2026-10-20 2026-10-20
t13d1114h2_5e2a75874763_89e9e4bb3419 Mozilla/5.0 (iPhone; CPU iPhone OS 18_7_8 like M… User-Agent claims Safari 26.0
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 (iPhone; CPU iPhone OS 18_7_8 like Mac OS X) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/26.0 Mobile/15E148 Safari/604.1
Claimed version26.0
Measured versions26.5, 26.5.2, 26.6.1, 26.4, 26.6.2
Layercipher suites differ
JA4 labelunlabeled
medium 22 2026-07-01 2026-10-29
t13d131000_f57a46bbacb6_e7c285222651 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:133… User-Agent claims Firefox 133.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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; rv:133.0) Gecko/20100101 Firefox/133.0
Claimed version133.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 22 2026-06-11 2026-10-26
t13d1011h2_9a30925095c0_e7c285222651 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 150.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Claimed version150.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 19 2026-08-01 2026-10-19
t13d1617h2_86a278354501_3e9721a6796e Mozilla/5.0 (X11; Linux x86_64; rv:152.0) Gecko/… User-Agent claims Firefox 152.0
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:152.0) Gecko/20100101 Firefox/152.0
Claimed version152.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 18 2026-07-01 2026-10-01
q13d0313h3_55b375c5d22e_eb028bd37c08 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 155.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Claimed version155.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 13 2026-09-19 2026-10-26
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 154.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 12 2026-10-07 2026-10-27
t13d1011h1_61a7ad8aa9b6_3a8073edd8ef Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:137… User-Agent claims Firefox 137.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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; rv:137.0) Gecko/20100101 Firefox/137.0
Claimed version137.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 12 2026-07-31 2026-10-01
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 155.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Claimed version155.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 12 2026-09-19 2026-10-24
t13d1517h2_8daaf6152771_3cbfd9057e0d Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … 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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/152.0.0.0 Safari/537.36
Claimed version152.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 11 2026-10-03 2026-10-03
t13d1410h2_f98f5dc5c741_4c1ab0552904 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Edge 154.0.0.0
TLS cipher list matches no measured Edge capture

The offered TLS cipher suites match no controlled capture of Edge. 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/154.0.0.0 Safari/537.36 Edg/154.0.0.0
Claimed version154.0.0.0
Measured versions153.0.4234.48, 152.0.4191.66, 151.0.4129.101, 150.0.4078.65, 155.0.4283.62, 151.0.4129.72, 149.0.4022.98, 149.0.4022.69, 149.0.4022.52, 150.0.4078.99, 149.0.4022.80, 151.0.4129.93, 151.0.4129.59, 154.0.4258.62
Layercipher suites differ
JA4 labelunlabeled
medium 11 2026-10-13 2026-10-13
q13d0313h3_55b375c5d22e_eb028bd37c08 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 154.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 10 2026-10-13 2026-10-27
q13d0313h3_55b375c5d22e_eb028bd37c08 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 154.0.0.0
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/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 10 2026-09-28 2026-10-12
t13d1517h2_8daaf6152771_3cbfd9057e0d Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Edge 152.0.0.0
TLS extensions or signature algorithms differ from every measured Edge capture

The cipher suites match Edge, 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_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/152.0.0.0 Safari/537.36 Edg/152.0.0.0
Claimed version152.0.0.0
Measured versions153.0.4234.48, 152.0.4191.66, 151.0.4129.101, 150.0.4078.65, 155.0.4283.62, 151.0.4129.72, 149.0.4022.98, 149.0.4022.69, 149.0.4022.52, 150.0.4078.99, 149.0.4022.80, 151.0.4129.93, 151.0.4129.59, 154.0.4258.62
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 10 2026-10-03 2026-10-03
t13d1511h2_8daaf6152771_78e6aca7449b Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 149.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/149.0.0.0 Safari/537.36
Claimed version149.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 10 2026-07-09 2026-10-15
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (X11; Linux x86_64; rv:137.0) Gecko/… User-Agent claims Firefox 137.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 (X11; Linux x86_64; rv:137.0) Gecko/20100101 Firefox/137.0
Claimed version137.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 10 2026-10-01 2026-10-29
t13d260900_6d1bcf7a4624_188c7f576dcd Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 154.0.0.0
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/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 9 2026-10-12 2026-10-12
t13d1518h2_8daaf6152771_4980c97edce0 Mozilla/5.0 (Linux; Android 10; K) AppleWebKit/5… User-Agent claims Chrome 154.0.0.0
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 (Linux; Android 10; K) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/154.0.0.0 Mobile Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 9 2026-09-05 2026-10-08
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv… User-Agent claims Firefox 136.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 10.15; rv:136.0) Gecko/20100101 Firefox/136.0
Claimed version136.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 9 2026-10-03 2026-10-28
t13d0616h2_da75d768228b_7bfe479b1697 Mozilla/5.0 (X11; Linux x86_64; rv:140.0) Gecko/… User-Agent claims Firefox 140.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 (X11; Linux x86_64; rv:140.0) Gecko/20100101 Firefox/140.0
Claimed version140.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 9 2026-10-09 2026-10-09
t13d1410h2_f98f5dc5c741_4c1ab0552904 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims Chrome 154.0.0.0
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 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 8 2026-10-13 2026-10-13
t13d1515h2_8daaf6152771_a54fffd0eb61 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:158… User-Agent claims Firefox 158.0
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 (Windows NT 10.0; Win64; x64; rv:158.0) Gecko/20100101 Firefox/158.0
Claimed version158.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 8 2026-10-29 2026-10-29
t13d1713h2_5b57614c22b0_f81080dfc557 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome 151.0.0.0
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 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/151.0.0.0 Safari/537.36
Claimed version151.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 8 2026-10-28 2026-10-28
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:136.0… User-Agent claims Firefox 136.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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 (X11; Ubuntu; Linux x86_64; rv:136.0) Gecko/20100101 Firefox/136.0
Claimed version136.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 8 2026-09-29 2026-10-26
t13d1516h2_8daaf6152771_02713d6af862 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 155.0.0.0
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/155.0.0.0 Safari/537.36
Claimed version155.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelChrome (also Chromium Browser)
low 8 2026-10-15 2026-10-20
t13d311100_e8f1e7e78f70_d41ae481755e Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:136… User-Agent claims Firefox 136.0
TLS cipher list matches no measured Firefox capture

The offered TLS cipher suites match no controlled capture of Firefox. 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; rv:136.0) Gecko/20100101 Firefox/136.0
Claimed version136.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites differ
JA4 labelunlabeled
medium 7 2026-09-30 2026-10-30
t13d260900_6d1bcf7a4624_188c7f576dcd Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 156.0.0.0
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/156.0.0.0 Safari/537.36
Claimed version156.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 7 2026-10-26 2026-10-26
t13d1611h2_1711a4c0508c_6d021c4c45cd Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Chrome 154.0.0.0
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/154.0.0.0 Safari/537.36
Claimed version154.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 7 2026-09-30 2026-10-04
t13d301300_1d37bd780c83_5ae85263eb3b Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… 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 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/153.0.0.0 Safari/537.36
Claimed version153.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 7 2026-10-01 2026-10-29
q13d0315h3_55b375c5d22e_78345df32b3a Mozilla/5.0 (X11; Linux x86_64; rv:152.0) Gecko/… User-Agent claims Firefox 152.0
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:152.0) Gecko/20100101 Firefox/152.0
Claimed version152.0
Measured versions146.0.1, 154.0, 140.0.2, 157.0.1, 151.0.2, 155.0, 153.0.3, 142.0.1, 153.0.4, 152.0.6, 150.0.2, 135.0, 156.0.1, 132.0, 152.0.3, 141.0, 153.0, 151.0.3, 156.0, 152.0.4, 151.0, 152.0.1, 151.0.4, 139.0, 153.0.1, 158.0.1, 152.0.5, 157.0, 158.0, 148.0.2, 137.0, 155.0.1, 144.0.2, 154.0.1, 134.0
Layercipher suites match; extension set or signature algorithms differ
JA4 labelunlabeled
low 7 2026-07-06 2026-10-01
t13d161100_1711a4c0508c_b26ce05bbdd6 Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.… User-Agent claims Chrome 148.0.0.0
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 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/148.0.0.0 Safari/537.36
Claimed version148.0.0.0
Measured versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites differ
JA4 labelunlabeled
medium 7 2026-10-03 2026-10-28
t13d1516h2_8daaf6152771_02713d6af862 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 versions149.0.7827.103, 149.0.7827.53, 149.0.7827.115, 153.0.8010.47, 149.0.7827.54, 155.0.8059.79, 153.0.8010.36, 151.0.7922.170, 156.0.8078.48, 152.0.7977.82, 152.0.7977.65, 156.0.8078.73, 155.0.8059.84, 150.0.7871.129, 155.0.8059.40, 154.0.8037.58, 151.0.7922.173, 149.0.7827.156, 151.0.7922.71, 150.0.7871.128, 154.0.8037.97, 149.0.7827.155, 151.0.7922.109, 152.0.7977.64, 149.0.7827.200, 151.0.7922.174, 153.0.8010.53, 149.0.7827.114, 154.0.8037.57, 149.0.7827.201, 150.0.7871.187, 152.0.7977.83, 153.0.8010.52, 150.0.7871.114, 155.0.8059.39, 150.0.7871.115, 151.0.7922.72, 151.0.7922.137, 152.0.7977.75, 154.0.8037.92, 156.0.8078.47, 149.0.7827.102, 151.0.7922.108, 150.0.7871.125, 150.0.7871.46, 148.0.7778.179
Layercipher suites match; extension set or signature algorithms differ
JA4 labelChrome (also Chromium Browser)
low 7 2026-09-20 2026-10-04

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OS claim vs. TCP stack

A User-Agent's claimed operating system against the initial TTL of its TCP SYN. An initial TTL of 64 is Unix-like (Linux, macOS, iOS, Android, BSD); 128 is Windows. A "Windows" User-Agent arriving on a TTL-64 stack — or vice versa — is inconsistent, subject to the proxy/NAT caveats above.

fingerprintUser-Agentclaimswire showsconfidenceseenfirst seenlast seen
6:56+8:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 56+8 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL56+8 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 16628 2026-07-22 2026-10-23
6:58+6:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 58+6 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL58+6 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 2359 2026-08-06 2026-10-23
4:110+18:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 110+18 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL110+18 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 2077 2026-09-28 2026-10-10
6:56+8:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 56+8 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 Edg/145.0.0.0 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL56+8 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 1527 2026-07-25 2026-10-23
4:112+16:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 112+16 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL112+16 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 1344 2026-09-28 2026-10-02
4:108+20:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 108+20 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL108+20 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 1058 2026-09-28 2026-10-13
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/135.0.0.0 Safari/537.36
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 997 2026-09-29 2026-10-30
4:109+19:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 109+19 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL109+19 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 569 2026-09-28 2026-10-02
4:103+25:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 103+25 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL103+25 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 460 2026-09-28 2026-10-08
4:105+23:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 105+23 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL105+23 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 452 2026-09-28 2026-10-02
6:55+9:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 55+9 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL55+9 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 442 2026-08-06 2026-10-14
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 438 2026-07-31 2026-10-28
4:107+21:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 107+21 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL107+21 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 418 2026-09-28 2026-10-02
4:51+13:0:1460:mss*44,10:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 51+13 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Observed TTL51+13 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 405 2026-09-16 2026-10-07
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/135.0.0.0 Safari/537.36 Edg/135.0.0.0
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 363 2026-09-29 2026-10-30
4:116+12:0:1460:62727,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) … User-Agent claims macOS
TCP SYN initial TTL 116+12 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/600.2.5 (KHTML, like Gecko) Version/8.0.2 Safari/600.2.5 (Gort)
Observed TTL116+12 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 291 2026-08-01 2026-10-30
6:56+8:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 56+8 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36 Edg/144.0.0.0 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL56+8 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 244 2026-07-25 2026-10-23
6:58+6:0:1380:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 58+6 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 Edg/145.0.0.0 (compatible; meta-externalagent/1.1 (+https://developers.facebook.com/docs/sharing/webmasters/crawler))
Observed TTL58+6 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 238 2026-08-06 2026-10-10
4:121+7:0:1412:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Linux; Android 6.0.1; Nexus 5X Buil… User-Agent claims Android
TCP SYN initial TTL 121+7 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Linux; Android 6.0.1; Nexus 5X Build/MMB29P) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/153.0.8010.52 Mobile Safari/537.36 (compatible; Googlebot/2.1; +http://www.google.com/bot.html)
Observed TTL121+7 (observed + path distance → initial)
Claimed OSAndroid
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 234 2026-09-21 2026-10-30
4:111+17:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 111+17 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL111+17 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 218 2026-09-28 2026-10-02
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 172 2026-09-29 2026-10-30
4:106+22:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 106+22 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL106+22 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 170 2026-09-28 2026-10-02
4:49+15:0:1400:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome… User-Agent claims Windows
TCP SYN initial TTL 49+15 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome/120.0.0.0
Observed TTL49+15 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 167 2026-07-29 2026-10-29
4:104+24:0:1460:8192,8:mss,nop,ws,nop,nop,sok:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 104+24 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36
Observed TTL104+24 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 166 2026-09-28 2026-10-10
6:54+10:0:1220:65535,9:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 54+10 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Observed TTL54+10 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 139 2026-10-23 2026-10-30
4:121+7:0:1412:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … User-Agent claims macOS
TCP SYN initial TTL 121+7 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36 Chrome-Lighthouse
Observed TTL121+7 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 129 2026-06-25 2026-10-25
4:121+7:0:1412:65535,8:mss,sok,ts,nop,ws::0 Mozilla/5.0 (Linux; Android 11; moto g power (20… User-Agent claims Android
TCP SYN initial TTL 121+7 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Linux; Android 11; moto g power (2022)) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Mobile Safari/537.36 Chrome-Lighthouse
Observed TTL121+7 (observed + path distance → initial)
Claimed OSAndroid
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 127 2026-06-25 2026-10-25
4:58+6:0:1420:mss*46,10:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 58+6 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Observed TTL58+6 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 123 2026-09-19 2026-10-29
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:137… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64; rv:137.0) Gecko/20100101 Firefox/137.0
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 118 2026-09-29 2026-10-30
6:51+13:0:1220:65535,9:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 51+13 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Observed TTL51+13 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 105 2026-10-23 2026-10-30
6:57+7:0:1360:65535,13:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 57+7 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Observed TTL57+7 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 101 2026-10-19 2026-10-30
4:49+15:0:1400:mss*20,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome… User-Agent claims Windows
TCP SYN initial TTL 49+15 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) Chrome/120.0.0.0
Observed TTL49+15 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 93 2026-07-28 2026-10-28
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 92 2026-10-18 2026-10-27
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/145.0.0.0 Safari/537.36 Edg/145.0.0.0
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 83 2026-10-19 2026-10-27
4:58+6:0:1420:mss*46,10:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 58+6 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/128.0.0.0 Safari/537.36
Observed TTL58+6 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 81 2026-09-16 2026-10-30
4:47+17:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/134.0.0.0 Safari/537.36 Edg/134.0.0.0
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 80 2026-09-30 2026-10-30
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/142.0.0.0 Safari/537.36
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 75 2026-10-20 2026-10-27
4:112+16:0:1460:62727,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) … User-Agent claims macOS
TCP SYN initial TTL 112+16 indicates Windows

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/600.2.5 (KHTML, like Gecko) Version/8.0.2 Safari/600.2.5 (Gort)
Observed TTL112+16 (observed + path distance → initial)
Claimed OSmacOS
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 74 2026-08-01 2026-10-30
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/143.0.0.0 Safari/537.36
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 73 2026-10-18 2026-10-27
6:52+12:0:1220:65535,9:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 52+12 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Observed TTL52+12 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 72 2026-10-23 2026-10-30
4:57+7:0:1420:mss*46,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 57+7 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/125.0.6422.60 Safari/537.36 Edge/12.246
Observed TTL57+7 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 67 2026-07-08 2026-10-29
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36 Edg/144.0.0.0
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 64 2026-10-19 2026-10-27
4:48+16:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 48+16 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36
Observed TTL48+16 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 62 2026-07-10 2026-10-13
4:47+17:0:1460:65535,6:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.0.0 Safari/537.36
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 62 2026-08-26 2026-10-25
4:46+18:0:1460:mss*44,7:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 46+18 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/135.0.0.0 Safari/537.36
Observed TTL46+18 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 61 2026-07-24 2026-10-22
4:48+16:0:1460:65535,6:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 48+16 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/104.0.0.0 Safari/537.36
Observed TTL48+16 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 61 2026-08-21 2026-10-27
6:56+8:0:1220:65535,9:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 56+8 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/155.0.0.0 Safari/537.36
Observed TTL56+8 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 60 2026-10-23 2026-10-30
6:43+21:0:1440:mss*45,7:mss,sok,ts,nop,ws:flow:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 43+21 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36
Observed TTL43+21 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 59 2026-10-19 2026-10-27
4:48+16:0:1460:65535,6:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 48+16 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/107.0.0.0 Safari/537.36
Observed TTL48+16 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 57 2026-08-21 2026-10-27
4:47+17:0:1460:65535,6:mss,sok,ts,nop,ws:df,id+:0 Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleW… User-Agent claims Windows
TCP SYN initial TTL 47+17 indicates Unix-like

The initial TTL is set by the sending kernel (64 on Unix-like systems, 128 on Windows) and survives NAT. But VPNs, proxies and tunnels legitimately replace the sending stack, so this check never exceeds medium confidence.

Full User-AgentMozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/100.0.4896.75 Safari/537.36
Observed TTL47+17 (observed + path distance → initial)
Claimed OSWindows
Confidencemedium — repeated co-occurrence, but initial TTL is environmental — capped at medium
medium 56 2026-08-21 2026-10-30

showing 50 of 500 — view all →

Bot claim vs. operator-published verification

A User-Agent declaring a major bot — a search or AI crawler or a user-triggered fetcher — observed from an IP outside the ranges that operator publishes, or inside a different operator's ranges, and confirmed by no other channel the operator publishes. Unlike the checks above, this is not a wire-vs-claim contradiction: it is the self-declared identity against the operator's own published verification channels — its crawler IP list and, where the operator documents one, forward-confirmed reverse DNS; either channel alone identifies. An IP no channel vouches for, arriving under a bot's name, is almost always an impersonator — scrapers spoof crawlers to dodge rate limits and earn crawler treatment. One exception is worded on its rows: operators that publish only their network rather than crawler ranges (Meta, Telegram) — an outside-network claim there is an unverified anomaly, not proof of spoofing, unless the IP sits inside another operator's published crawler range. Claims one channel confirms while the other denies are verified, listed as publication disagreements on the operator's page, not here; the fully consistent side appears as verified on the fingerprint page.

User-Agentclaimsfrom networkverification showsconfidenceseenfirst seenlast seen
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… YouBot AS14618 Amazon.com, Inc.
Reverse DNS check failed

This User-Agent claims YouBot. No usable published-range snapshot covered the claim at ingest, and the reverse-DNS check the operator documents completed without confirming it — no PTR record, no name in the operator's rDNS space, or a name that failed forward confirmation. With no operator-published channel vouching for the IP, this is an impersonation signal.

Claimed crawlerYouBot
NetworkAS14618 Amazon.com, Inc.
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 74 2026-10-27 2026-10-29
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… ClaudeBot AS396982 Google LLC
Outside ClaudeBot's published ranges

This User-Agent claims ClaudeBot, but the connection's IP is outside the ranges ClaudeBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerClaudeBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 53 2026-08-03 2026-10-26
Mozilla/5.0 (compatible; Amazonbot/0.1; +https:/… Amazonbot AS396982 Google LLC
Outside Amazonbot's published ranges

This User-Agent claims Amazonbot, but the connection's IP is outside the ranges Amazonbot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerAmazonbot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 47 2026-07-18 2026-10-26
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… PerplexityBot AS396982 Google LLC
Outside PerplexityBot's published ranges

This User-Agent claims PerplexityBot, but the connection's IP is outside the ranges PerplexityBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerPerplexityBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 41 2026-08-25 2026-10-27
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… Perplexity-User AS396982 Google LLC
Outside Perplexity-User's published ranges

This User-Agent claims Perplexity-User, but the connection's IP is outside the ranges Perplexity-User publishes for its fetcher, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed fetcherPerplexity-User
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 36 2026-08-25 2026-10-26
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… GPTBot AS396982 Google LLC
Outside GPTBot's published ranges

This User-Agent claims GPTBot, but the connection's IP is outside the ranges GPTBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGPTBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 34 2026-08-29 2026-10-27
Mozilla/5.0 (compatible; Googlebot/2.1; +http://… Googlebot AS396982 Google LLC
Outside Googlebot's published ranges

This User-Agent claims Googlebot, but the connection's IP is outside the ranges Googlebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGooglebot
NetworkAS396982 Google LLC
Confidencemedium — softened: the source is the operator's own network, where a too-new range or a non-bot host is a likelier cause than a spoof
medium 32 2026-06-27 2026-10-27
DuckAssistBot/1.1 (https://duckduckgo.com/duckas… DuckAssistBot AS396982 Google LLC
Outside DuckAssistBot's published ranges

This User-Agent claims DuckAssistBot, but the connection's IP is outside the ranges DuckAssistBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerDuckAssistBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 30 2026-09-11 2026-10-26
CCBot/2.0 (https://commoncrawl.org/faq/) CCBot AS396982 Google LLC
Outside CCBot's published ranges

This User-Agent claims CCBot, but the connection's IP is outside the ranges CCBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerCCBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 29 2026-07-18 2026-10-22
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… ChatGPT-User AS396982 Google LLC
Outside ChatGPT-User's published ranges

This User-Agent claims ChatGPT-User, but the connection's IP is outside the ranges ChatGPT-User publishes for its fetcher, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed fetcherChatGPT-User
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 27 2026-07-18 2026-10-27
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… OAI-SearchBot AS396982 Google LLC
Outside OAI-SearchBot's published ranges

This User-Agent claims OAI-SearchBot, but the connection's IP is outside the ranges OAI-SearchBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerOAI-SearchBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 25 2026-07-18 2026-10-27
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… Bingbot AS396982 Google LLC
Outside Bingbot's published ranges

This User-Agent claims Bingbot, but the connection's IP is outside the ranges Bingbot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerBingbot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 25 2026-10-15 2026-10-27
Mozilla/5.0 (compatible; YouBot/1.0; +https://yo… YouBot AS396982 Google LLC
Reverse DNS check failed

This User-Agent claims YouBot. No usable published-range snapshot covered the claim at ingest, and the reverse-DNS check the operator documents completed without confirming it — no PTR record, no name in the operator's rDNS space, or a name that failed forward confirmation. With no operator-published channel vouching for the IP, this is an impersonation signal.

Claimed crawlerYouBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 24 2026-10-15 2026-10-27
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… OAI-AdsBot AS396982 Google LLC
Outside OAI-AdsBot's published ranges

This User-Agent claims OAI-AdsBot, but the connection's IP is outside the ranges OAI-AdsBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerOAI-AdsBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 22 2026-10-16 2026-10-27
Mozilla/5.0 (compatible; Googlebot/2.1; +http://… Googlebot AS13335 Cloudflare, Inc.
Outside Googlebot's published ranges

This User-Agent claims Googlebot, but the connection's IP is outside the ranges Googlebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGooglebot
NetworkAS13335 Cloudflare, Inc.
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 22 2026-07-11 2026-10-01
Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) … Applebot AS396982 Google LLC
Outside Applebot's published ranges

This User-Agent claims Applebot, but the connection's IP is outside the ranges Applebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerApplebot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 20 2026-10-15 2026-10-26
Mozilla/5.0 (Linux; Android 6.0.1; Nexus 5X Buil… Googlebot AS396982 Google LLC
Outside Googlebot's published ranges

This User-Agent claims Googlebot, but the connection's IP is outside the ranges Googlebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGooglebot
NetworkAS396982 Google LLC
Confidencemedium — softened: the source is the operator's own network, where a too-new range or a non-bot host is a likelier cause than a spoof
medium 15 2026-10-15 2026-10-27
Mozilla/5.0 (compatible; Googlebot/2.1; +http://… Googlebot AS48090 TECHOFF SRV LIMITED
Outside Googlebot's published ranges

This User-Agent claims Googlebot, but the connection's IP is outside the ranges Googlebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGooglebot
NetworkAS48090 TECHOFF SRV LIMITED
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 10 2026-08-01 2026-10-30
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… Claude-SearchBot AS396982 Google LLC
Outside Claude-SearchBot's published ranges

This User-Agent claims Claude-SearchBot, but the connection's IP is outside the ranges Claude-SearchBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerClaude-SearchBot
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 3 2026-10-26 2026-10-27
meta-webindexer/1.1 (+https://developers.faceboo… Meta AS54113 Fastly, Inc.
Outside Meta's published network

This User-Agent claims Meta, but the connection's IP is outside the entire network Meta publishes as its own (the route objects it maintains in the RADb registry — its documented retrieval procedure). Meta publishes its network rather than a crawler IP list and does not state that set is exhaustive crawler egress, so this is an unverified claim worth an eyeball — an anomaly, not a confirmed fake.

Claimed crawlerMeta
NetworkAS54113 Fastly, Inc.
Confidencemedium — capped: the operator publishes its whole network rather than a crawler list, so an outside IP is an anomaly, not proof of spoofing
medium 3 2026-09-24 2026-10-10
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… Claude-User AS396982 Google LLC
Outside Claude-User's published ranges

This User-Agent claims Claude-User, but the connection's IP is outside the ranges Claude-User publishes for its fetcher, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed fetcherClaude-User
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 2 2026-10-26 2026-10-27
meta-webindexer/1.1 (+https://developers.faceboo… Meta AS13335 Cloudflare, Inc.
Outside Meta's published network

This User-Agent claims Meta, but the connection's IP is outside the entire network Meta publishes as its own (the route objects it maintains in the RADb registry — its documented retrieval procedure). Meta publishes its network rather than a crawler IP list and does not state that set is exhaustive crawler egress, so this is an unverified claim worth an eyeball — an anomaly, not a confirmed fake.

Claimed crawlerMeta
NetworkAS13335 Cloudflare, Inc.
Confidencemedium — capped: the operator publishes its whole network rather than a crawler list, so an outside IP is an anomaly, not proof of spoofing
medium 2 2026-09-24 2026-10-09
Mozilla/5.0 (compatible; AhrefsBot/7.0; +http://… AhrefsBot AS15802 Emirates Integrated Telecommunications Company PJSC
Outside AhrefsBot's published ranges

This User-Agent claims AhrefsBot, but the connection's IP is outside the ranges AhrefsBot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerAhrefsBot
NetworkAS15802 Emirates Integrated Telecommunications Company PJSC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 1 2026-10-19 2026-10-19
Mozilla/5.0 (compatible; Googlebot/2.1; +http://… Googlebot AS49981 WorldStream B.V.
Outside Googlebot's published ranges

This User-Agent claims Googlebot, but the connection's IP is outside the ranges Googlebot publishes for its crawler, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed crawlerGooglebot
NetworkAS49981 WorldStream B.V.
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 1 2026-10-04 2026-10-04
Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Geck… Claude-User AS396982 Google LLC
Outside Claude-User's published ranges

This User-Agent claims Claude-User, but the connection's IP is outside the ranges Claude-User publishes for its fetcher, and no other operator-published channel confirms it. An IP no channel vouches for is almost always an impersonator — honest exceptions (a brand-new range not yet in our snapshot, or a proxy relaying a real fetch) are rare, and claims the operator's reverse DNS does confirm are excluded here (they surface as publication disagreements on the operator's page, not as impersonations).

Claimed fetcherClaude-User
NetworkAS396982 Google LLC
Confidencehigh — the operator publishes how to verify its fleet and no published channel vouches for this IP
high 1 2026-10-23 2026-10-23

How confidence is assigned