---
title: ToolRouter — Agent Use Case Guide
description: Step-by-step guide for completing a task with a specific AI agent using ToolRouter.
url: https://toolrouter.com/tools/social-media-comments/use-cases/analyze-engagement-patterns/claude
---
# How to Analyze Engagement Patterns with Claude

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.

## Setup

claude mcp add toolrouter -- npx -y toolrouter-mcp

## Steps

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

## Example Prompt

```
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
