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

FINDING #2343 · 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.

[ PYTHON ][ ORG ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0652

ENGAGEMENT0.0515

FRESHNESS1.00

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

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

11% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

30.57

ACCEL

+2.75

RETENTION

70.8%

PEAK 2026-08-27 · FORK-RETENTION 0.0% · 214 STARS / WINDOW

Author Audience

AUDIENCE

429

FOLLOWERS

OWNER ★

1,914

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 214 / 214 (DIVERSITY 1.00)

Why This Is A Finding

ScrapeCreators/social-media-research-skills собрал 214 звёзд за окно, тогда как у автора всего 23 подписчиков — эффективная аудитория ≈ 429. Это даёт surprise-индекс 0.0652 (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 76% OF 9760 FINDINGS

#08MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #17litaolemo/xtquant_big_convert[ PYTHON ]0.36 #20LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.34 #24zeenie-ai/OpenCompany[ PYTHON ]0.30 #25917Dhj/DeepPaperNote[ PYTHON ]0.29

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 76%

VELOCITY30.573.71+26.86ABOVE 92%

RETENTION70.8%38.0%+32.8 PPABOVE 91%

FORKS1786-69ABOVE 18%

SURPRISE0.070.01+0.06ABOVE 89%