FINDING #7562 · UNIT ID 1265853198
arnabbagxd/Brand-building-skills
Brand building skills for Claude Code and AI agents. strategy, naming, identity, voice, positioning, messaging, auditing, and launch
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
5% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
4.29
ACCEL
+0.04
RETENTION
72.2%
PEAK 2026-08-27 · FORK-RETENTION 100.0% · 30 STARS / WINDOW
Author Audience
AUDIENCE
71
FOLLOWERS
12
OWNER ★
588
Engagement Signals
FORKS
81
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 30 / 30 (DIVERSITY 1.00)
Why This Is A Finding
arnabbagxd/Brand-building-skills собрал 30 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 71. Это даёт surprise-индекс 0.0387 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 100.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 22% OF 9755 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9755 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 22%
VELOCITY4.293.71+0.57ABOVE 55%
RETENTION72.2%37.5%+34.7 PPABOVE 93%
FORKS8190-9ABOVE 47%
SURPRISE0.040.01+0.03ABOVE 82%