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Header Hooligan Hashing

Bot
Scraper
Policy: Aggressive Throttle
Probability
90 %
Confidence
88 %
Risk Profile
VeryHigh
Threat
None
Hit Count
2
Last Seen
14h 17m ago
Network Locale Headers Tool Transport Session Quality
Drifted
Googlebot Mastodon Family
0.35 0.36

Fingerprint Profile

TLS Version
--
HTTP Protocol
--
Protocol Client
Detected
TCP OS Hint
+1.05
Fingerprint Integrity
-0.45
UA Consistency
-0.33
Headless Indicator
Low
Datacenter IP
Clean
Endpoints Visited (1) Click to expand
# Path
1 /fingerprint/mastodon
Raw Requests (2) Click to expand
Time Method Path Status Prob Conf Risk Profile Action Time
21:10:22 GET /fingerprint/mastodon 200 90 % 88 % VeryHigh Aggressive Throttle 72.2ms
21:10:10 GET /fingerprint/mastodon 200 0 % 100 % VeryLow Allow 0.0ms

Bot Probability & Confidence History

StyloBot Detection Overhead (ms)

Analysis

Header Hooligan Hashing on /fingerprint/mast... - caught by Heuristic model (late): 100 % bot likelihood (235 features), [Reputation] UA pattern ConfirmedBad (score=0.86, support..., Previously identified as bot (UserAgent seen 123 times)

Detection Signals

  • Heuristic model (late): 100 % bot likelihood (235 features)
  • [Reputation] UA pattern ConfirmedBad (score=0.86, support=123)
  • Previously identified as bot (UserAgent seen 123 times)
  • Browser User-Agent without Accept-Language header
  • TLS connection appears normal

Detector Contributions (23 detectors)

Detector Confidence Delta Timing (ms)
HeuristicLate
Heuristic model (late): 100 % bot likelihood (235 features)
+1.000 0.1
ReputationBias
[Reputation] UA pattern ConfirmedBad (score=0.86, support=123)
+0.750 0.0
Inconsistency
Browser User-Agent without Accept-Language header; Chrome User-Agent without Client Hints
+0.700 0.0
FastPathReputation
Previously identified as bot (UserAgent seen 123 times)
+0.600 0.0
TlsFingerprint
TLS connection appears normal
-0.300 0.0
UserAgent
User-Agent appears normal
-0.250 0.2
Behavioral
Request patterns appear normal
-0.300 0.0
Ip
IP appears normal: 145.239.87.xxx
-0.250 20.2
Heuristic
Heuristic model (early): 54 % bot likelihood (22 features)
+0.072 0.0
VersionAge
Browser/OS versions appear current
-0.050 0.0
Header
Browser UA without Accept-Language; deployment norm is low language rate (21 % over 463 samples)
+0.000 0.0
AiScraper
No AI scraper signals detected
+0.000 0.0
StreamAbuse
Stream abuse check - non-streaming request
+0.000 0.0
SecurityTool
No security tools detected in User-Agent
+0.000 0.0
ClaimedIdentity
Chrome behavioral profile mismatch (consistency=0.47): missing Sec-Fetch headers (expected for this browser); no Accept-Language (browsers always send this)
+0.350 0.0
ContentSequence
Document hit — sequence reset at /fingerprint/mastodon
+0.000 0.0
ReactivePattern
No prior error events to analyze
+0.000 0.0
Http2Fingerprint
Using HTTP/1.1; environment norm is HTTP/1.1 (0 % HTTP/2 over 297 samples)
+0.000 0.0
Http3Fingerprint
Connection uses HTTP/1.1 (not HTTP/3)
+0.000 0.0
TcpIpFingerprint
Network fingerprint analysis complete (no anomalies detected)
+0.000 0.0
HeaderCorrelation
Single signature per header profile
+0.000 0.0
TransportProtocol
Transport protocol analysis complete
+0.000 0.0
MultiLayerCorrelation
Cross-signal consistency check complete (not enough data to compare)
+0.000 0.0

Signal Intelligence

behavioral

anomaly False

h2

is_http2 False
protocol HTTP/1.1
behind_proxy False
population_samples 297
population_http2_rate 0

h3

is_http3 False
protocol HTTP/1.1

header

count 14
has_accept True
sec_fetch_dest
sec_fetch_mode
sec_fetch_site
has_proxy_headers False
has_accept_encoding True
has_accept_language False
is_websocket_upgrade False
sec_fetch_same_origin False
is_service_worker_fetch False
population_accept_language_rate 0.205

heuristic

confidence 0.072
prediction bot
early_completed True
late_confidence 1
late_prediction bot

ip

subnet 145.239.87
is_ipv6 False
is_local False
is_datacenter False

reputation

can_abort True
bias_count 1
bias_applied True
fastpath_hit True
useragent.score 0.858
useragent.state ConfirmedBad
fast_abort_active True
useragent.support 122.987
fastpath.useragent.score 0.858
fastpath.useragent.state ConfirmedBad
fastpath.useragent.support 122.987
fastpath.useragent.pattern_id ua:81b197d8528f2ba4

request

protocol HTTP/1.1
accept_encoding gzip, br

risk

justification probability 0.90; confirmed bad actor
friendly_pin_trace not-applicable:botType=Scraper,yamlType=null,botName=null

tcp

connection_header keep-alive

tls

is_https True
available True

ua

family Chrome
is_bot False
family_version 139
Signature: 7WIeiDhNh8vbf-5OBp6U7g | Processing: 72.2ms | Country: PL | First seen: 2026-06-09 21:10:10 UTC