Imbad0202/academic-research-skills — GitHub trend

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FINDING #1705 · 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

SURPRISE0.0212

ENGAGEMENT0.30

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

132.67

ACCEL

-11.00

RETENTION

85.4%

PEAK 2026-08-26 · FORK-RETENTION 65.4% · 398 STARS / WINDOW

Author Audience

AUDIENCE

6,208

FOLLOWERS

823

OWNER ★

54,018

Engagement Signals

FORKS

3,499

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 398 / 398 (DIVERSITY 1.00)

Why This Is A Finding

Imbad0202/academic-research-skills собрал 398 звёзд за окно, тогда как у автора всего 823 подписчиков — эффективная аудитория ≈ 6,208. Это даёт surprise-индекс 0.0212 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 65.4% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 82% OF 9558 FINDINGS

#03wang2122/sprix-sage-router[ PYTHON ]0.80 #04zeenie-ai/OpenCompany[ PYTHON ]0.78 #20HRuiCcc/music-geshizhuanhuan[ PYTHON ]0.41 #22MerZlin/dsh-pet-indesktop[ PYTHON ]0.39 #24handsomejustin/easy_tdx[ PYTHON ]0.38

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 82%

VELOCITY132.675.67+127.00ABOVE 98%

RETENTION85.4%42.9%+42.5 PPABOVE 90%

FORKS3,499333+3,166ABOVE 90%

SURPRISE0.020.00+0.02ABOVE 76%