Imbad0202/academic-research-skills — GitHub trend

◂ BACK TO LEADERBOARD

FINDING #2182 · 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

SURPRISE0.0194

ENGAGEMENT0.33

FRESHNESS1.00

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

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

2% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

121.43

ACCEL

+4.43

RETENTION

85.4%

PEAK 2026-08-26 · FORK-RETENTION 25.0% · 850 STARS / WINDOW

Author Audience

AUDIENCE

6,210

FOLLOWERS

823

OWNER ★

54,018

Engagement Signals

FORKS

3,499

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 850 / 850 (DIVERSITY 1.00)

Why This Is A Finding

Imbad0202/academic-research-skills собрал 850 звёзд за окно, тогда как у автора всего 823 подписчиков — эффективная аудитория ≈ 6,210. Это даёт surprise-индекс 0.0194 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 25.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 78% OF 9760 FINDINGS

#08MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #17litaolemo/xtquant_big_convert[ PYTHON ]0.36 #20LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.34 #24zeenie-ai/OpenCompany[ PYTHON ]0.30 #25917Dhj/DeepPaperNote[ PYTHON ]0.29

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 78%

VELOCITY121.433.71+117.71ABOVE 98%

RETENTION85.4%38.0%+47.4 PPABOVE 98%

FORKS3,49986+3,413ABOVE 98%

SURPRISE0.020.01+0.01ABOVE 67%