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

FINDING #2291 · 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

SURPRISE0.0622

ENGAGEMENT0.0538

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

29.43

ACCEL

+3.25

RETENTION

64.6%

PEAK 2026-08-27 · FORK-RETENTION 0.0% · 206 STARS / WINDOW

Author Audience

AUDIENCE

433

FOLLOWERS

OWNER ★

1,934

Engagement Signals

FORKS

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 206 / 206 (DIVERSITY 1.00)

Why This Is A Finding

ScrapeCreators/social-media-research-skills собрал 206 звёзд за окно, тогда как у автора всего 23 подписчиков — эффективная аудитория ≈ 433. Это даёт surprise-индекс 0.0622 (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 77% OF 9771 FINDINGS

#05MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #08zeenie-ai/OpenCompany[ PYTHON ]0.38 #15litaolemo/xtquant_big_convert[ PYTHON ]0.33 #23917Dhj/DeepPaperNote[ PYTHON ]0.27 #24LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.27

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.010.00+0.01ABOVE 77%

VELOCITY29.433.71+25.71ABOVE 92%

RETENTION64.6%39.3%+25.2 PPABOVE 85%

FORKS1891-73ABOVE 18%

SURPRISE0.060.01+0.05ABOVE 89%