FINDING #576 · 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)
6% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
2.66
ACCEL
-0.06
RETENTION
12.3%
PEAK 2026-03-14 · FORK-RETENTION 78.3% · 478 STARS / WINDOW
Author Audience
AUDIENCE
1,599
FOLLOWERS
399
OWNER ★
12,000
Engagement Signals
FORKS
873
ISSUE AUTH
0
PR AUTH
1
UNIQUE STARGAZERS 478 / 478 (DIVERSITY 1.00)
Why This Is A Finding
PleasePrompto/notebooklm-skill собрал 478 звёзд за окно, тогда как у автора всего 399 подписчиков — эффективная аудитория ≈ 1,599. Это даёт surprise-индекс 0.00162 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 78.3% и 1 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 65% OF 1664 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1664 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 65%
VELOCITY2.662.84-0.18ABOVE 47%
RETENTION12.3%4.7%+7.6 PPABOVE 85%
FORKS8731,596-722ABOVE 36%
SURPRISE0.000.00+0.00ABOVE 70%