cyberneticlibrary

Find patterns in post performance

analyze-performanceskillsetup L181
techwolf-ai/ai-first-toolkit
What it does

Analyze post engagement to identify content patterns and successes

Best for

Optimizing content strategy when you have a portfolio of published posts with known performance.

Inputs
  • · published posts with engagement metrics (reactions, views, comments)
Outputs
  • · performance summary (by tier)
  • · pattern analysis
  • · recommendations for future content
Requires
  • · scripts/print-published.sh
  • · optional statistical analysis
Preconditions

Published posts exist; engagement data available

Failure modes
  • · Engagement data incomplete (recent posts still accumulating)
  • · Recency bias (newer posts skew distribution)
  • · Correlation claimed as causation
Trust signals
  • · Analysis cites specific posts by title and reaction count
  • · Distinguishes high/medium/low performer tiers with numerical bounds
  • · Explicitly names recency bias as a confound