FINDING #4430 · 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)
60% 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
7.70
ACCEL
+0.03
RETENTION
32.7%
PEAK 2026-07-04 · FORK-RETENTION 0.0% · 231 STARS / WINDOW
Author Audience
AUDIENCE
44
FOLLOWERS
6
OWNER ★
384
Engagement Signals
FORKS
53
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 231 / 231 (DIVERSITY 1.00)
Why This Is A Finding
arnabbagxd/Brand-building-skills собрал 231 звёзд за окно, тогда как у автора всего 6 подписчиков — эффективная аудитория ≈ 44. Это даёт surprise-индекс 0.0921 (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 30% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 30%
VELOCITY7.704.23+3.47ABOVE 69%
RETENTION32.7%29.4%+3.2 PPABOVE 56%
FORKS5392-39ABOVE 35%
SURPRISE0.090.01+0.08ABOVE 95%