FINDING #5316 · UNIT ID 1155383451
AgriciDaniel/claude-ads
Claude-first paid-media operations skill for Claude Code across 12 ad platforms (Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon, Reddit, Pinterest, Snapchat, X): source-grounded audits, deterministic scoring, versioned JSON reports, and capability-gated account changes.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
64% 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
Growth Telemetry
VELOCITY /D
50.22
ACCEL
-0.68
RETENTION
15.9%
PEAK 2026-04-26 · FORK-RETENTION 0.0% · 4,520 STARS / WINDOW
Author Audience
AUDIENCE
5,317
FOLLOWERS
2,017
OWNER ★
33,004
Engagement Signals
FORKS
1,052
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 4,520 / 4,520 (DIVERSITY 1.00)
Why This Is A Finding
AgriciDaniel/claude-ads собрал 4,520 звёзд за окно, тогда как у автора всего 2,017 подписчиков — эффективная аудитория ≈ 5,317. Это даёт surprise-индекс 0.00937 (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 17% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 17%
VELOCITY50.223.99+46.23ABOVE 96%
RETENTION15.9%17.1%-1.2 PPABOVE 47%
FORKS1,05290+963ABOVE 94%
SURPRISE0.010.01-0.00ABOVE 44%