FINDING #8353 · UNIT ID 1261571908
ScrapeCreators/social-media-research-skills
AI agent skills for social media research. Outlier posts, comment mining, competitor teardowns, ad libraries & trends across TikTok, Instagram, YouTube, Reddit, X, LinkedIn & more. Powered by ScrapeCreators. Works with Claude Code, Cursor, Codex, Gemini CLI.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
9% 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
48.29
ACCEL
+3.54
RETENTION
82.1%
PEAK 2026-10-11 · FORK-RETENTION 0.0% · 338 STARS / WINDOW
Author Audience
AUDIENCE
800
FOLLOWERS
36
OWNER ★
3,640
Engagement Signals
FORKS
49
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 338 / 338 (DIVERSITY 1.00)
Why This Is A Finding
ScrapeCreators/social-media-research-skills собрал 338 звёзд за окно, тогда как у автора всего 36 подписчиков — эффективная аудитория ≈ 800. Это даёт surprise-индекс 0.0575 (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 14% OF 9747 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9747 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 14%
VELOCITY48.293.57+44.71ABOVE 95%
RETENTION82.1%33.3%+48.8 PPABOVE 97%
FORKS49104-55ABOVE 32%
SURPRISE0.060.01+0.05ABOVE 90%