langchain-ai/langchain-academy — GitHub trend

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FINDING #9637 · UNIT ID 832889750

langchain-ai/langchain-academy

[ JUPYTER NOTEBOOK ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0000303

ENGAGEMENT0.39

FRESHNESS1.00

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

1% OF STARS IN ARCHIVE

[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:

S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS

S8 · KEYWORD-STUFFED OR EMPTY DESCRIPTION

Growth Telemetry

VELOCITY /D

3.71

ACCEL

+0.21

RETENTION

14.3%

PEAK 2026-10-09 · FORK-RETENTION 0.0% · 26 STARS / WINDOW

Author Audience

AUDIENCE

122,719

FOLLOWERS

22,836

OWNER ★

385,233

Engagement Signals

FORKS

1,881

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 26 / 26 (DIVERSITY 1.00)

Why This Is A Finding

langchain-ai/langchain-academy собрал 26 звёзд за окно, тогда как у автора всего 22,836 подписчиков — эффективная аудитория ≈ 122,719. Это даёт surprise-индекс 0.0000303 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 1% OF 9757 FINDINGS

#80FinanceFlash/unvibecode[ JUPYTER NOTEBOOK ]0.20 #180Akun-python/autumn-recruitment[ JUPYTER NOTEBOOK ]0.11 #321thevibeworks/claude-code-docs[ JUPYTER NOTEBOOK ]0.0466 #701TeamAIQ/Colab-notebooks[ JUPYTER NOTEBOOK ]0.0266 #751ShuhongLL/SGS-SLAM[ JUPYTER NOTEBOOK ]0.0251

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9757 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 1%

VELOCITY3.713.57+0.14ABOVE 51%

RETENTION14.3%40.0%-25.7 PPABOVE 15%

FORKS1,881112+1,769ABOVE 95%

SURPRISE0.000.01-0.01ABOVE 2%