FINDING #4921 · UNIT ID 1141853351
joeseesun/qiaomu-anything-to-notebooklm
Claude Skill: Multi-source content processor for NotebookLM. Supports WeChat articles, web pages, YouTube, PDF, Markdown, search queries → Podcast/PPT/MindMap/Quiz etc.
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
53.61
ACCEL
-1.04
RETENTION
7.7%
PEAK 2026-05-16 · FORK-RETENTION 0.0% · 4,825 STARS / WINDOW
Author Audience
AUDIENCE
3,226
FOLLOWERS
1,637
OWNER ★
15,887
Engagement Signals
FORKS
610
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 4,825 / 4,825 (DIVERSITY 1.00)
Why This Is A Finding
joeseesun/qiaomu-anything-to-notebooklm собрал 4,825 звёзд за окно, тогда как у автора всего 1,637 подписчиков — эффективная аудитория ≈ 3,226. Это даёт surprise-индекс 0.0164 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 23% 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 23%
VELOCITY53.613.99+49.62ABOVE 96%
RETENTION7.7%17.1%-9.4 PPABOVE 22%
FORKS61090+521ABOVE 89%
SURPRISE0.020.01+0.00ABOVE 58%