handsome-rich/Awesome-Auto-Research-Tools — GitHub trend

FINDING #1052 · UNIT ID 1182951087

handsome-rich/Awesome-Auto-Research-Tools

A curated collection of automated research tools, covering literature search, paper reading, experiment management, and code generation to help researchers accelerate their workflow.

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0276

ENGAGEMENT0.20

FRESHNESS1.33

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

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

13% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

4.77

ACCEL

-0.28

RETENTION

15.6%

PEAK 2026-06-21 · FORK-RETENTION 0.0% · 143 STARS / WINDOW

Author Audience

AUDIENCE

133

FOLLOWERS

OWNER ★

1,155

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 143 / 143 (DIVERSITY 1.00)

Why This Is A Finding

handsome-rich/Awesome-Auto-Research-Tools собрал 143 звёзд за окно, тогда как у автора всего 17 подписчиков — эффективная аудитория ≈ 133. Это даёт surprise-индекс 0.0276 (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 83% OF 6295 FINDINGS

#01shy3130/tickflow-stock-panel[ PYTHON ]0.46 #06Panniantong/Agent-Reach[ PYTHON ]0.29 #10sums001/Windows-Copilot-API[ PYTHON ]0.27 #12HUANGCHIHHUNGLeo/claude-real-video[ PYTHON ]0.24 #14realiti4/claude-swap[ PYTHON ]0.21

METRICS IN CONTEXT

MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 83%

VELOCITY4.774.23+0.53ABOVE 54%

RETENTION15.6%29.4%-13.8 PPABOVE 22%

FORKS8492-8ABOVE 48%

SURPRISE0.030.01+0.02ABOVE 74%