FINDING #7474 · UNIT ID 1286383656
natoshikamoto/KamotoAgent
KAMOTO — Open-source autonomous market agent for researching, analyzing, and executing strategies across equities, crypto, and onchain markets. MEATLOAF 0x49f139bc399bf865aeb51e787f1826b0edf52f04
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
89% 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
20.70
ACCEL
+1.80
RETENTION
6.5%
PEAK 2026-09-03 · FORK-RETENTION 83.3% · 621 STARS / WINDOW
Author Audience
AUDIENCE
126
FOLLOWERS
56
OWNER ★
704
Engagement Signals
FORKS
7
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 621 / 621 (DIVERSITY 1.00)
Why This Is A Finding
natoshikamoto/KamotoAgent собрал 621 звёзд за окно, тогда как у автора всего 56 подписчиков — эффективная аудитория ≈ 126. Это даёт surprise-индекс 0.12 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 83.3% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 23% OF 9679 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9679 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 23%
VELOCITY20.703.80+16.90ABOVE 89%
RETENTION6.5%25.0%-18.5 PPABOVE 13%
FORKS7112-105ABOVE 7%
SURPRISE0.120.01+0.12ABOVE 98%