FINDING #3990 · UNIT ID 1194033261
ARA-Labs/Agent-Native-Research-Artifact
Research Ecosystem for Rigorous and Trustworthy AI Scientists
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
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
5.53
ACCEL
+0.03
RETENTION
12.1%
PEAK 2026-05-03 · FORK-RETENTION 0.0% · 498 STARS / WINDOW
Author Audience
AUDIENCE
121
FOLLOWERS
10
OWNER ★
505
Engagement Signals
FORKS
48
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 498 / 498 (DIVERSITY 1.00)
Why This Is A Finding
ARA-Labs/Agent-Native-Research-Artifact собрал 498 звёзд за окно, тогда как у автора всего 10 подписчиков — эффективная аудитория ≈ 121. Это даёт surprise-индекс 0.0344 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 37% 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 37%
VELOCITY5.533.99+1.54ABOVE 62%
RETENTION12.1%17.1%-5.1 PPABOVE 36%
FORKS4890-41ABOVE 31%
SURPRISE0.030.01+0.02ABOVE 84%