FINDING #4719 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
7.71
ACCEL
+1.39
RETENTION
92.9%
PEAK 2026-08-27 · FORK-RETENTION 33.3% · 54 STARS / WINDOW
Author Audience
AUDIENCE
1,593
FOLLOWERS
396
OWNER ★
11,973
Engagement Signals
FORKS
871
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 54 / 54 (DIVERSITY 1.00)
Why This Is A Finding
PleasePrompto/notebooklm-skill собрал 54 звёзд за окно, тогда как у автора всего 396 подписчиков — эффективная аудитория ≈ 1,593. Это даёт surprise-индекс 0.00472 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 33.3% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 52% OF 9760 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00+0.00ABOVE 52%
VELOCITY7.713.71+4.00ABOVE 72%
RETENTION92.9%38.0%+54.8 PPABOVE 99%
FORKS87186+785ABOVE 92%
SURPRISE0.000.01-0.01ABOVE 32%