FINDING #7115 · 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)
1% 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
3.33
ACCEL
-0.00
RETENTION
75.0%
PEAK 2026-10-10 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
90
FOLLOWERS
16
OWNER ★
744
Engagement Signals
FORKS
95
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
arnabbagxd/Brand-building-skills собрал 10 звёзд за окно, тогда как у автора всего 16 подписчиков — эффективная аудитория ≈ 90. Это даёт surprise-индекс 0.0256 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 11% OF 8038 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 8038 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 11%
VELOCITY3.335.67-2.33ABOVE 18%
RETENTION75.0%14.3%+60.7 PPABOVE 84%
FORKS95333-237ABOVE 29%
SURPRISE0.030.01+0.02ABOVE 77%