FINDING #520 · UNIT ID 1200600054
alookai/alook
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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:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
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
10.37
ACCEL
+0.34
RETENTION
16.6%
PEAK 2026-07-06 · FORK-RETENTION 0.0% · 933 STARS / WINDOW
Author Audience
AUDIENCE
214
FOLLOWERS
13
OWNER ★
940
Engagement Signals
FORKS
140
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 933 / 933 (DIVERSITY 1.00)
Why This Is A Finding
alookai/alook собрал 933 звёзд за окно, тогда как у автора всего 13 подписчиков — эффективная аудитория ≈ 214. Это даёт surprise-индекс 0.0408 (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 31% 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 31%
VELOCITY10.376.61+3.76ABOVE 60%
RETENTION16.6%22.2%-5.6 PPABOVE 35%
FORKS14097+43ABOVE 58%
SURPRISE0.040.03+0.01ABOVE 70%