Imbad0202/academic-research-skills — GitHub trend

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FINDING #524 · UNIT ID 1167300963

Imbad0202/academic-research-skills

Academic Research Skills for Claude Code: research → write → review → revise → finalize

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0219

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

113.33

ACCEL

-71.00

RETENTION

0.0%

PEAK 2026-07-13 · FORK-RETENTION 0.0% · 340 STARS / WINDOW

Author Audience

AUDIENCE

5,124

FOLLOWERS

667

OWNER ★

44,570

Engagement Signals

FORKS

3,084

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 340 / 340 (DIVERSITY 1.00)

Why This Is A Finding

Imbad0202/academic-research-skills собрал 340 звёзд за окно, тогда как у автора всего 667 подписчиков — эффективная аудитория ≈ 5,124. Это даёт surprise-индекс 0.0219 (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 51% OF 1069 FINDINGS

#03domanski-ai/headroom[ PYTHON ]0.66 #04muscriptor/muscriptor[ PYTHON ]0.63 #10myfanhua/turb-gpt-free-register[ PYTHON ]0.42 #14eatmoreduck/boss-zhipin-scraper[ PYTHON ]0.36 #186wheel/Ortho[ PYTHON ]0.32

METRICS IN CONTEXT

MEDIAN ACROSS ALL 1069 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.01+0.00ABOVE 51%

VELOCITY113.3315.33+98.00ABOVE 91%

RETENTION0.0%33.3%-33.3 PPABOVE 0%

FORKS3,08445+3,039ABOVE 93%

SURPRISE0.020.05-0.03ABOVE 33%