FINDING #829 · UNIT ID 1261571908
ScrapeCreators/social-media-research-skills
Social media research skills for AI agents powered by ScrapeCreators
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
96% 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
19.83
ACCEL
+1.03
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 595 STARS / WINDOW
Author Audience
AUDIENCE
140
FOLLOWERS
7
OWNER ★
630
Engagement Signals
FORKS
7
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 595 / 595 (DIVERSITY 1.00)
Why This Is A Finding
ScrapeCreators/social-media-research-skills собрал 595 звёзд за окно, тогда как у автора всего 7 подписчиков — эффективная аудитория ≈ 140. Это даёт surprise-индекс 0.11 (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 18% OF 1013 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 1013 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY19.837.20+12.63ABOVE 71%
RETENTION0.0%30.8%-30.8 PPABOVE 0%
FORKS756-49ABOVE 15%
SURPRISE0.110.03+0.08ABOVE 88%