FINDING #4725 · UNIT ID 1077547100
PleasePrompto/notebooklm-mcp
MCP server for NotebookLM - Let your AI agents (Claude Code, Codex) research documentation directly with grounded, citation-backed answers from Gemini. Persistent auth, library management, cross-client sharing. Zero hallucinations, just your knowledge base.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
86% 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
14.34
ACCEL
-0.05
RETENTION
29.2%
PEAK 2026-01-25 · FORK-RETENTION 0.0% · 2,582 STARS / WINDOW
Author Audience
AUDIENCE
1,476
FOLLOWERS
361
OWNER ★
11,148
Engagement Signals
FORKS
419
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,582 / 2,582 (DIVERSITY 1.00)
Why This Is A Finding
PleasePrompto/notebooklm-mcp собрал 2,582 звёзд за окно, тогда как у автора всего 361 подписчиков — эффективная аудитория ≈ 1,476. Это даёт surprise-индекс 0.00946 (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 21% 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 21%
VELOCITY14.343.29+11.05ABOVE 88%
RETENTION29.2%11.3%+17.8 PPABOVE 86%
FORKS41999+320ABOVE 85%
SURPRISE0.010.01-0.00ABOVE 48%