FINDING #7271 · 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)
19% 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
3.73
ACCEL
+0.04
RETENTION
55.0%
PEAK 2026-08-09 · FORK-RETENTION 73.7% · 112 STARS / WINDOW
Author Audience
AUDIENCE
71
FOLLOWERS
12
OWNER ★
588
Engagement Signals
FORKS
81
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 112 / 112 (DIVERSITY 1.00)
Why This Is A Finding
arnabbagxd/Brand-building-skills собрал 112 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 71. Это даёт surprise-индекс 0.0337 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 73.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 24% OF 9595 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9595 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 24%
VELOCITY3.733.67+0.07ABOVE 51%
RETENTION55.0%24.6%+30.4 PPABOVE 94%
FORKS81115-34ABOVE 41%
SURPRISE0.030.01+0.03ABOVE 84%