FINDING #599 · UNIT ID 815619377
KSwordDEV/KSword
KSword 5.1 is an open-source Windows toolkit for ARK, kernel debugging, and system forensics. 中文：KSword 5.1 是面向 Windows 的开源 ARK、内核调试与系统取证工具集。
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
85% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
1.74
ACCEL
+0.07
RETENTION
31.8%
PEAK 2026-07-04 · FORK-RETENTION 0.0% · 157 STARS / WINDOW
Author Audience
AUDIENCE
46
FOLLOWERS
4
OWNER ★
192
Engagement Signals
FORKS
35
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 157 / 157 (DIVERSITY 1.00)
Why This Is A Finding
KSwordDEV/KSword собрал 157 звёзд за окно, тогда как у автора всего 4 подписчиков — эффективная аудитория ≈ 46. Это даёт surprise-индекс 0.0202 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 20% OF 751 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 751 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 20%
VELOCITY1.746.61-4.87ABOVE 8%
RETENTION31.8%22.2%+9.6 PPABOVE 68%
FORKS3597-62ABOVE 28%
SURPRISE0.020.03-0.01ABOVE 39%