FINDING #4150 · UNIT ID 1132487012
aristoapp/awesome-second-brain
A curated solutions to building a self-evolving second brain that helps AI agents understand your personal and team context.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
99% 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
5.13
ACCEL
+0.05
RETENTION
8.2%
PEAK 2026-06-01 · FORK-RETENTION 0.0% · 462 STARS / WINDOW
Author Audience
AUDIENCE
127
FOLLOWERS
11
OWNER ★
527
Engagement Signals
FORKS
54
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 462 / 462 (DIVERSITY 1.00)
Why This Is A Finding
aristoapp/awesome-second-brain собрал 462 звёзд за окно, тогда как у автора всего 11 подписчиков — эффективная аудитория ≈ 127. Это даёт surprise-индекс 0.0307 (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 35% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 35%
VELOCITY5.133.99+1.14ABOVE 59%
RETENTION8.2%17.1%-8.9 PPABOVE 24%
FORKS5490-35ABOVE 35%
SURPRISE0.030.01+0.02ABOVE 79%