FINDING #3918 · UNIT ID 1079107863
PleasePrompto/notebooklm-skill
Use this skill to enable Claude Code to communicate directly with your Google NotebookLM notebooks. Query your uploaded documents and get source-grounded, citation-backed answers from Gemini. Features browser automation, library management, persistent authentication, and answers exclusively from your own knowledge base.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
74% 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
30.55
ACCEL
-0.26
RETENTION
24.3%
PEAK 2026-01-21 · FORK-RETENTION 0.0% · 5,499 STARS / WINDOW
Author Audience
AUDIENCE
1,476
FOLLOWERS
361
OWNER ★
11,148
Engagement Signals
FORKS
829
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 5,499 / 5,499 (DIVERSITY 1.00)
Why This Is A Finding
PleasePrompto/notebooklm-skill собрал 5,499 звёзд за окно, тогда как у автора всего 361 подписчиков — эффективная аудитория ≈ 1,476. Это даёт surprise-индекс 0.0202 (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 34% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 34%
VELOCITY30.553.29+27.26ABOVE 96%
RETENTION24.3%11.3%+12.9 PPABOVE 79%
FORKS82999+730ABOVE 93%
SURPRISE0.020.01+0.01ABOVE 76%