FINDING #3985 · UNIT ID 1142406715
EvoScientist/EvoScientist
🔬 Harness Vibe Research with Self-evolving 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:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
23.34
ACCEL
+0.07
RETENTION
13.7%
PEAK 2026-03-16 · FORK-RETENTION 0.0% · 4,201 STARS / WINDOW
Author Audience
AUDIENCE
1,150
FOLLOWERS
115
OWNER ★
4,602
Engagement Signals
FORKS
283
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 4,201 / 4,201 (DIVERSITY 1.00)
Why This Is A Finding
EvoScientist/EvoScientist собрал 4,201 звёзд за окно, тогда как у автора всего 115 подписчиков — эффективная аудитория ≈ 1,150. Это даёт surprise-индекс 0.0196 (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 33% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 33%
VELOCITY23.343.29+20.04ABOVE 94%
RETENTION13.7%11.3%+2.4 PPABOVE 57%
FORKS28399+184ABOVE 77%
SURPRISE0.020.01+0.01ABOVE 74%