cyberneticlibrary

Analyze audience demographics and engagement

anysite-audience-analysisskillsetup L219
anysiteio/agent-skills
What it does

Analyze follower demographics, engagement patterns, and audience quality

Best for

Creators or community managers optimizing targeting, content mix, or influencer partnerships based on audience composition.

Inputs
  • · Instagram, YouTube, or LinkedIn profile/channel URL
  • · Follower or subscriber sample (50-100 profiles)
  • · Recent posts with engagement metrics
  • · Comment data from posts
Outputs
  • · Audience demographics summary (location, job title, interests)
  • · Engagement pattern analysis (peak activity times, comment quality)
  • · Audience segmentation (active, passive, ghost followers)
  • · Content preference by audience segment
  • · Follower authenticity assessment
  • · Exportable CSV/JSON audience data
Requires
  • · anysite API (Instagram, YouTube, LinkedIn endpoints)
  • · execute() function for platform-specific queries
  • · query_cache() for filtering without re-fetching
  • · export_data() for CSV/JSON output
Preconditions
  • · anysite API credentials configured
  • · Target profile/channel is public
  • · At least 50 followers/subscribers to analyze
Failure modes
  • · API rate limits may block large audience analysis
  • · Demographics inference from bios is unreliable
  • · YouTube comment analysis requires public comments enabled
  • · LinkedIn people-search limited by connection visibility
Trust signals
  • · Named platform endpoints (Instagram user_friendships, YouTube channel_videos, LinkedIn post analysis)
  • · Three-step workflow (identify source, collect data, analyze patterns)
  • · Data filtering and aggregation shown (query_cache with conditions)