Skip to main content
skill CX Codex

audience-research · scrapecreators — Claude Code skill: what it does, how to install

Evaluates creator and brand audiences using public metrics, TikTok demographics, and comment signals. It helps teams check market fit before booking sponsorships.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓
npx skills add ScrapeCreators/social-media-research-skills --skill audience-research -a claude-code
Open on GitHub

What audience-research does

The skill gathers public account data to evaluate whether an influencer reaches your target buyers. It pulls TikTok demographic data through endpoints like /v1/tiktok/user/audience, inspects post comments, checks content topics, and reviews link-in-bio storefronts.

Results arrive formatted as an evidence table with market fit scores and confidence ratings. The skill requires the SCRAPECREATORS_API_KEY environment variable to fetch data. It flags assumptions whenever a platform hides audience metrics, guarding against mismatches between creator location and actual viewer geography.

What it helps with

  • inspect TikTok audience demographics and geography before sponsoring a post
  • compare audience fit across multiple creators for a target market
  • detect mismatches between creator origin and follower geography
  • evaluate comment intent and community engagement on recent posts

Example prompts for the agent

  • Evaluate the audience of TikTok creator @creator_name for a US product launch
  • Compare follower fit between @creator1 and @creator2 for our niche
  • Review recent comments and demographics for @brand_account to check sponsorship fit

How to install audience-research

1Skills CLI (Vercel)

npx skills add ScrapeCreators/social-media-research-skills --skill audience-research -a claude-code

2Manually: put the files in place

~/.claude/skills/audience-research/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/audience-research/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about audience-research

How to install audience-research in Claude Code?

Run npx skills add ScrapeCreators/social-media-research-skills --skill audience-research -a claude-code in your terminal.

What does audience-research do?

It analyzes public account metrics, TikTok demographic data, and recent comments to score whether a creator matches a target market.

What is required to run the audience-research skill?

You must configure the SCRAPECREATORS_API_KEY environment variable so the skill can access the research endpoints.

Source text

SKILL.md · MIT
---
name: audience-research
description: Use when the user wants to evaluate a creator, influencer, or brand audience using public profile signals, TikTok audience demographics, follower/following data, comments, geography, language, and content fit. Helps judge sponsorship and market fit.
allowed-tools: Bash, Read, Write, WebFetch

version: 1.0.0
author: ScrapeCreators
license: MIT
homepage: https://scrapecreators.com
repository: https://github.com/ScrapeCreators/social-media-research-skills
metadata:
  openclaw:
    requires:
      env:
        - SCRAPECREATORS_API_KEY
    primaryEnv: SCRAPECREATORS_API_KEY
    homepage: https://scrapecreators.com
    tags:
      - social-media
      - research
      - scrapecreators
---

# Audience Research

## Overview

Evaluate whether a creator or social account reaches the right audience. This skill combines available public profile metrics, TikTok audience demographics, regional signals, follower/following data when available, comments, language, and content topics.

## When to Use

Use this skill when the user asks to:

- check if a creator's audience fits a market
- compare audience fit across creators
- find US-heavy, country-specific, or niche-specific creators
- evaluate sponsorship/influencer opportunities
- understand who appears to engage with an account

## Useful Sources

- `/v1/tiktok/user/audience`
- `/v1/tiktok/profile/region`
- profile endpoints across platforms
- follower/following endpoints where available
- comments on recent posts
- link-in-bio pages and creator shops for niche signals

## Workflow

1. Pull profile and available audience/demographic data.
2. Pull recent content and comments if audience intent matters.
3. Extract region, language, niche, product/category, and community signals.
4. Score audience fit against the user's target market.
5. Label confidence based on the strength of public data.

## Output Format

```markdown
# Audience Research: {creator}

## Fit Summary
- Target market:
- Fit score: High/Medium/Low
- Confidence: High/Medium/Low

## Evidence
| Signal | Evidence | Source |
|---|---|---|

## Audience Notes
- Geography:
- Language:
- Niche/content fit:
- Comment quality:

## Sponsorship Recommendation
- Good fit / Maybe / Poor fit
- Why:
```

## Common Pitfalls

- Do not infer exact demographics from vibes. Use available evidence and label assumptions.
- Do not overpromise audience details for platforms that do not expose them publicly.
- Do not ignore mismatch between creator location and audience location.

© ScrapeCreators · MIT · ScrapeCreators/social-media-research-skills

Similar skills

Everything for Marketing and content →

audience-research by other authors comes first.

From the same set12

trend-discovery Finds trending topics, hashtags, and sounds across TikTok, Instagram, YouTube, Reddit, and Pinterest. Turns public signals into practical content angles. CX Codex +1 1,300installs influencer-prospecting Finds niche creators across TikTok, Instagram, and YouTube using public data, scores prospects from 1 to 5, and exports ready-to-contact lists to CSV. CX Codex +1 1,200installs content-repurposing Turns public social videos, transcripts and posts into drafts for other formats. Use it when one source needs adapting for several publishing channels. CX Codex +1 1,200installs product-demand-research This skill mines Reddit, social posts and video comments for complaints, requests and buyer objections. Useful before you commit to building a product. CX Codex +1 1,200installs creator-profile-teardown Analyzes a public creator or brand account for positioning, content pillars, outlier posts and repeatable patterns. Use it when you need research before adapting content ideas. CX Codex +1 1,200installs social-listening-brief Pulls public mentions of a brand, product or topic from Reddit, TikTok, YouTube and elsewhere, then writes a cited report with themes and sentiment. CX Codex +1 1,200installs comment-mining Mines public social media comments to uncover audience questions, objections, content ideas, and buying intent. CX Codex +1 1,200installs transcript-intelligence Pulls transcripts from TikTok, YouTube, Instagram and other social video, then extracts hooks, quotes and reusable content ideas. CX Codex +1 1,300installs

Project sponsors

Companies that keep this analytics open
Gold sponsor

Impressions, clicks and code copies — open statistics. We keep the numbers public for the same reason NeBlask itself is public. Become a sponsor