# ScrapeCreators/social-media-research-skills

> A set of AI agent skills that turn public social media data from TikTok, Instagram, YouTube, Reddit and X into research artifacts like outlier post tables, comments analysis and ad teardowns. Powered by the ScrapeCreators API and compatible with Claude Code, Cursor, Codex and Gemini CLI.

- Magnitude: 3.4 out of 10 — Steady
- Stars: 4,077 total · +40 stars measured 2026-10-18, 00:22–11:47 UTC, ≈ 84 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Python · License: MIT · Created: 2026-06-06 · Last push: 2026-08-26
- GitHub: https://github.com/ScrapeCreators/social-media-research-skills · Homepage: https://scrapecreators.com · Page: https://gitnova.dev/en/r/ScrapeCreators/social-media-research-skills

## Useful for

- Find the outlier posts of a creator on YouTube Shorts against their baseline
- Mine comments on a viral Reel for objections, questions and buying intent
- Tear down active Meta, Google and LinkedIn ads of a competitor into hooks and CTAs

## Why it’s here

- Star-counter measurements on 2026-10-18 (UTC), 00:22–11:47: 4037 → 4077 stars (+40). This is the change over that interval.
- Estimated end-of-day forecast: about +84 stars, using observed gains and the previous day.
- Over the last two days the pace is 1.5× that of the previous week and a half.
- Elevated gains were measured on the last 3 completed UTC days in a row. Continued growth is not guaranteed.
- About 14 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 91
- Issues and pull requests: 9
- Watchers: 11
- Average over the last week: 91 per day
- Usual pace: 46 per day
- Stars in the last hour (measured): 5

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-19 … 2026-10-18: 31, 31, 35, 37, 41, 49, 37, 43, 42, 55, 41, 39, 49, 55, 45, 43, 39, 34, 57, 51, 54, 57, 46, 52, 73, 74, 113, 143, 95, 40

## Magnitude by day, last 2 days

10-17 3.6, 10-18 3.5

## Similar by description

1. **DimitrisChristou30/Custom-MCP-Server** — 0.0 · Quiet · Python · Not enough measurements today
   MCP server for scraping LinkedIn, Facebook, Instagram profiles and Google search.
   Full card: https://gitnova.dev/en/r/DimitrisChristou30/Custom-MCP-Server.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-18 11:55 UTC, updated every 30 minutes.