FINDING #5264 · UNIT ID 1202529786
ShZhao27208/Aut_Sci_Write
Academic research skills suite for AI Agent — literature search/download (WoS+Elsevier+Springer), PDF extraction, figure cropping, review writing, Zotero sync, and PPT/Html generation.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
84% 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
1.53
ACCEL
+0.00
RETENTION
14.3%
PEAK 2026-06-24 · FORK-RETENTION 0.0% · 138 STARS / WINDOW
Author Audience
AUDIENCE
38
FOLLOWERS
10
OWNER ★
282
Engagement Signals
FORKS
22
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 138 / 138 (DIVERSITY 1.00)
Why This Is A Finding
ShZhao27208/Aut_Sci_Write собрал 138 звёзд за окно, тогда как у автора всего 10 подписчиков — эффективная аудитория ≈ 38. Это даёт surprise-индекс 0.0196 (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 27% OF 7217 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 7217 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 27%
VELOCITY1.533.73-2.20ABOVE 2%
RETENTION14.3%16.2%-1.9 PPABOVE 45%
FORKS2284-62ABOVE 14%
SURPRISE0.020.01+0.01ABOVE 64%