FINDING #8888 · UNIT ID 1336774403
panaversity/ksor
KSoR (Knowledge System of Record) is an open-source SDK for building governed, authoritative knowledge systems for humans and AI agents. It is a foundation of an AI-native knowledge platform.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
87% 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
14.43
ACCEL
+2.75
RETENTION
34.8%
PEAK 2026-08-25 · FORK-RETENTION 56.0% · 101 STARS / WINDOW
Author Audience
AUDIENCE
5,822
FOLLOWERS
2,220
OWNER ★
6,909
Engagement Signals
FORKS
25
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 101 / 101 (DIVERSITY 1.00)
Why This Is A Finding
panaversity/ksor собрал 101 звёзд за окно, тогда как у автора всего 2,220 подписчиков — эффективная аудитория ≈ 5,822. Это даёт surprise-индекс 0.00246 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 56.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 9% OF 9760 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 9%
VELOCITY14.433.71+10.71ABOVE 84%
RETENTION34.8%38.0%-3.2 PPABOVE 46%
FORKS2586-61ABOVE 23%
SURPRISE0.000.01-0.01ABOVE 22%