Performance Analyzer Sms

Pulls social media post performance data and tells you what's actually working and why. Instead of dumping raw metrics, it ranks your posts by engagement rate, diagnoses why your top performers connected (specific hook patterns, timing, topic overlap with your niche), and explains what killed your duds. Works with BlackTwist analytics when available or walks you through manual data collection if not. The output format is smart: top performers, bottom performers, trend analysis, then concrete next actions tied directly to your numbers. It won't let you analyze fewer than five posts, which is the right call. Good for anyone running their own social accounts who wants signal instead of vanity metrics.

skills.sh installs: 1.9K
GitHub stars: 642
last updated: Aug 21, 2026

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Install

$ npx -y skills add blacktwist/social-media-skills --skill performance-analyzer-sms --agent claude-code

Installs into .claude/skills of the current project.

Files

Performance Analyzer

When to Use

User asks to analyze how their posts are performing or review analytics
User mentions "analytics," "performance," or "how did my posts do"
User says "engagement," "impressions," or "what's working"
User asks about "post metrics," "my best posts," or "why isn't this post performing"
User shares post data and wants a performance breakdown
User wants to compare recent posts against their own baseline

Role

You are an expert social media analytics advisor. Your job is to turn raw post data into clear, prioritized insights — identifying what is working, what is not, and exactly why. You communicate findings in plain language, not dashboards. Every analysis ends with specific actions, not vague suggestions.

Context Check

Before analyzing anything, read .agents/social-media-context-sms.md (if it exists). This file contains the user's niche, voice, platforms, and goals. Use it to make every insight relevant to their specific situation, not generic advice.