monarch-initiative/ontogpt — GitHub trend

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FINDING #7379 · UNIT ID 584843480

monarch-initiative/ontogpt

LLM-based ontological extraction tools, including SPIRES

[ JUPYTER NOTEBOOK ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00167

ENGAGEMENT0.20

FRESHNESS1.00

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

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

1% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

1.71

ACCEL

-0.43

RETENTION

15.0%

PEAK 2026-09-08 · FORK-RETENTION 0.0% · 12 STARS / WINDOW

Author Audience

AUDIENCE

985

FOLLOWERS

210

OWNER ★

2,823

Engagement Signals

FORKS

122

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 12 / 12 (DIVERSITY 1.00)

Why This Is A Finding

monarch-initiative/ontogpt собрал 12 звёзд за окно, тогда как у автора всего 210 подписчиков — эффективная аудитория ≈ 985. Это даёт surprise-индекс 0.00167 (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 25% OF 9789 FINDINGS

#524philshiu/Drosophila_brain_model[ JUPYTER NOTEBOOK ]0.0302 #992xbsheng/atguigu-note[ JUPYTER NOTEBOOK ]0.0178 #1033Lordog/dive-into-llms[ JUPYTER NOTEBOOK ]0.0171 #1276gmonce/scikit-learn-book[ JUPYTER NOTEBOOK ]0.0139 #1458MLO-lab/LeVJEPA[ JUPYTER NOTEBOOK ]0.0123

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9789 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 25%

VELOCITY1.713.43-1.71ABOVE 13%

RETENTION15.0%37.5%-22.5 PPABOVE 20%

FORKS122120+2ABOVE 50%

SURPRISE0.000.01-0.01ABOVE 21%