FINDING #9146 · UNIT ID 652144437
kby-ai/Face-Liveness-Detection-SDK
Powerful 3D passive liveness detection SDK accurately detecting face presentation attacks, including face printed photos, face cutout masks, face digital and video replay attacks, and face 3D masks.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
63% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
Growth Telemetry
VELOCITY /D
3.47
ACCEL
-0.56
RETENTION
1.3%
PEAK 2026-07-25 · FORK-RETENTION 0.0% · 104 STARS / WINDOW
Author Audience
AUDIENCE
1,406
FOLLOWERS
440
OWNER ★
2,323
Engagement Signals
FORKS
18
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 104 / 104 (DIVERSITY 1.00)
Why This Is A Finding
kby-ai/Face-Liveness-Detection-SDK собрал 104 звёзд за окно, тогда как у автора всего 440 подписчиков — эффективная аудитория ≈ 1,406. Это даёт surprise-индекс 0.0024 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 5% OF 9594 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9594 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 5%
VELOCITY3.473.57-0.10ABOVE 48%
RETENTION1.3%23.8%-22.4 PPABOVE 7%
FORKS18144-126ABOVE 12%
SURPRISE0.000.01-0.00ABOVE 28%