ScrapeCreators/social-media-research-skills — GitHub trend

◂ BACK TO LEADERBOARD

FINDING #296 · UNIT ID 1261571908

ScrapeCreators/social-media-research-skills

Social media research skills for AI agents powered by ScrapeCreators

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.20

ENGAGEMENT0.0453

FRESHNESS1.01

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

17% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

35.33

ACCEL

+13.50

RETENTION

0.0%

PEAK 2026-07-14 · FORK-RETENTION 0.0% · 106 STARS / WINDOW

Author Audience

AUDIENCE

140

FOLLOWERS

OWNER ★

630

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 106 / 106 (DIVERSITY 1.00)

Why This Is A Finding

ScrapeCreators/social-media-research-skills собрал 106 звёзд за окно, тогда как у автора всего 7 подписчиков — эффективная аудитория ≈ 140. Это даёт surprise-индекс 0.20 (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 72% OF 1069 FINDINGS

#03domanski-ai/headroom[ PYTHON ]0.66 #04muscriptor/muscriptor[ PYTHON ]0.63 #10myfanhua/turb-gpt-free-register[ PYTHON ]0.42 #14eatmoreduck/boss-zhipin-scraper[ PYTHON ]0.36 #186wheel/Ortho[ PYTHON ]0.32

METRICS IN CONTEXT

MEDIAN ACROSS ALL 1069 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.020.01+0.02ABOVE 72%

VELOCITY35.3315.33+20.00ABOVE 74%

RETENTION0.0%33.3%-33.3 PPABOVE 0%

FORKS745-38ABOVE 16%

SURPRISE0.200.05+0.14ABOVE 82%