FINDING #3436 · 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.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
84% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
10.02
ACCEL
-0.08
RETENTION
7.6%
PEAK 2026-05-14 · FORK-RETENTION 0.0% · 902 STARS / WINDOW
Author Audience
AUDIENCE
133
FOLLOWERS
17
OWNER ★
1,155
Engagement Signals
FORKS
84
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 902 / 902 (DIVERSITY 1.00)
Why This Is A Finding
handsome-rich/Awesome-Auto-Research-Tools собрал 902 звёзд за окно, тогда как у автора всего 17 подписчиков — эффективная аудитория ≈ 133. Это даёт surprise-индекс 0.0581 (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 46% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 46%
VELOCITY10.023.99+6.03ABOVE 78%
RETENTION7.6%17.1%-9.6 PPABOVE 21%
FORKS8490-5ABOVE 48%
SURPRISE0.060.01+0.05ABOVE 96%