aiming-lab/AutoResearchClaw — GitHub trend

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FINDING #6744 · UNIT ID 1182108611

aiming-lab/AutoResearchClaw

Fully autonomous & self-evolving research from idea to paper. Chat an Idea. Get a Paper. 🦞

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00151

ENGAGEMENT0.34

FRESHNESS1.00

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

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

0% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

9.71

ACCEL

+0.11

RETENTION

69.2%

PEAK 2026-09-10 · FORK-RETENTION 16.7% · 68 STARS / WINDOW

Author Audience

AUDIENCE

6,387

FOLLOWERS

662

OWNER ★

25,316

Engagement Signals

FORKS

1,670

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 68 / 68 (DIVERSITY 1.00)

Why This Is A Finding

aiming-lab/AutoResearchClaw собрал 68 звёзд за окно, тогда как у автора всего 662 подписчиков — эффективная аудитория ≈ 6,387. Это даёт surprise-индекс 0.00151 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 16.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 31% OF 9789 FINDINGS

#02ayghri/i-have-adhd[ PYTHON ]0.99 #03perseval-BLR/DLSS5-NeuralScreen[ PYTHON ]0.74 #04EverettFish/holo-card-studio[ PYTHON ]0.74 #14jordan-gibbs/hyperresearch[ PYTHON ]0.47 #24debpalash/VoiceStudio[ PYTHON ]0.34

METRICS IN CONTEXT

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

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 31%

VELOCITY9.713.43+6.29ABOVE 78%

RETENTION69.2%37.5%+31.7 PPABOVE 91%

FORKS1,670120+1,550ABOVE 94%

SURPRISE0.000.01-0.01ABOVE 20%