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SKILL.md
Audience Analysis
Analyze and understand your audience using Apify Actors to extract follower demographics, engagement patterns, and behavior data from multiple platforms.
When to Use
You need audience demographics, engagement patterns, or follower behavior from social platforms.
The task is to choose and run Apify Actors for audience analysis across Facebook, Instagram, YouTube, or TikTok.
You need structured extraction plus a summarized interpretation of audience findings.
Prerequisites
(No need to check it upfront)
.env file with APIFY_TOKEN
Node.js 20.6+ (for native --env-file support)
mcpc CLI tool: npm install -g @apify/mcpc
Workflow
Copy this checklist and track progress:
Task Progress:
- [ ] Step 1: Identify audience analysis type (select Actor)
- [ ] Step 2: Fetch Actor schema via mcpc
- [ ] Step 3: Ask user preferences (format, filename)
- [ ] Step 4: Run the analysis script
- [ ] Step 5: Summarize findings
Step 1: Identify Audience Analysis Type
Select the appropriate Actor based on analysis needs:
User Need
Actor ID
Best For
Facebook follower demographics
apify/facebook-followers-following-scraper
FB followers/following lists
Facebook engagement behavior
apify/facebook-likes-scraper
FB post likes analysis
Facebook video audience
apify/facebook-reels-scraper
FB Reels viewers
Facebook comment analysis
apify/facebook-comments-scraper
FB post/video comments
Facebook content engagement
apify/facebook-posts-scraper
FB post engagement metrics
Instagram audience sizing
apify/instagram-profile-scraper
IG profile demographics
Instagram location-based
apify/instagram-search-scraper
IG geo-tagged audience
Instagram tagged network
apify/instagram-tagged-scraper
IG tag network analysis
Instagram comprehensive
apify/instagram-scraper
Full IG audience data
Instagram API-based
apify/instagram-api-scraper
IG API access
Instagram follower counts
apify/instagram-followers-count-scraper
IG follower tracking
Instagram comment export
apify/export-instagram-comments-posts
IG comment bulk export
Instagram comment analysis
apify/instagram-comment-scraper
IG comment sentiment
YouTube viewer feedback
streamers/youtube-comments-scraper
YT comment analysis
YouTube channel audience
streamers/youtube-channel-scraper
YT channel subscribers
TikTok follower demographics
clockworks/tiktok-followers-scraper
TT follower lists
TikTok profile analysis
clockworks/tiktok-profile-scraper
TT profile demographics
TikTok comment analysis
clockworks/tiktok-comments-scraper
TT comment engagement
Step 2: Fetch Actor Schema
Fetch the Actor's input schema and details dynamically using mcpc:
Suggested next steps (deeper analysis, segmentation)
Error Handling
APIFY_TOKEN not found - Ask user to create .env with APIFY_TOKEN=your_tokenmcpc not found - Ask user to install npm install -g @apify/mcpcActor not found - Check Actor ID spelling
Run FAILED - Ask user to check Apify console link in error output
Timeout - Reduce input size or increase --timeout
Limitations
Use this skill only when the task clearly matches the scope described above.
Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.