---
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/web-scraper/use-cases/extract-testimonials/openclaw
---
# How to Extract Testimonials with OpenClaw

OpenClaw extracts testimonials from multiple websites in a single automated sweep, producing structured records with quote text, attribution, company, and role. The batch approach builds comprehensive social proof libraries and outputs data ready for import into CMS systems or component content databases.

## Setup

openclaw mcp add toolrouter -- npx -y toolrouter-mcp

## Steps

1. Connect ToolRouter to OpenClaw: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
2. Ask: "Extract all testimonials from example.com/customers"
3. OpenClaw scrapes and returns structured testimonial records
4. Request: "Export as JSON with fields for quote, name, company, and role"
5. Import the testimonial data into your CMS or marketing platform

## Example Prompt

```
Extract all testimonials from example.com/customers. Return as JSON array with quote, customerName, company, and role fields.
```

## Tips

- OpenClaw handles pages with dozens of testimonials efficiently
- Ask for deduplication when scraping testimonials from multiple pages
- Chain with competitor sites to build a comprehensive social proof database
