How to Analyze Engagement Patterns with Claude

Analyze comment engagement patterns with Claude and ToolRouter. Understand audience interaction.

Tool
Social Media Comments icon
Social Media Comments

Claude turns engagement analysis into an exploratory terminal conversation. Pull comments from multiple posts and Claude identifies what drives meaningful interaction versus superficial reactions. Ask follow-up questions like "why do tutorial posts get longer comments than announcement posts?" or "which topics spark genuine discussion?" for an interactive engagement strategy session.

Connect ToolRouter to Claude

1Go to Settings → Connectors → Add custom connector
2Enter the details below and click Add
Name
ToolRouter
URL
https://api.toolrouter.com/mcp
3Done — works on Claude chat, desktop, and mobile

Steps

Once connected (see setup above), use the Social Media Comments tool:

  1. Ask Claude: "Pull comments from these ten posts across TikTok, YouTube, and Instagram"
  2. Claude collects all comments and analyzes engagement patterns -- comment length, conversation depth, emotional intensity
  3. Ask: "Which posts drove the most meaningful engagement? What topics spark real conversation?"

Example Prompt

Try this with Claude using the Social Media Comments tool
Collect comments from our last ten posts across TikTok, YouTube, and Instagram. Analyze the engagement patterns -- which posts generated the most detailed comments, discussion threads, and genuine interaction?

Tips

  • Compare engagement patterns across content types to identify what resonates most
  • Ask Claude to distinguish between superficial engagement and meaningful discussion