Tools / Web Scraper / Use Cases / Scrape Job Listings for Market Research / OpenClaw

How to Scrape Job Listings with OpenClaw

Use OpenClaw and ToolRouter to scrape job listings. Automated hiring data extraction for market intelligence.

OpenClaw scrapes job listings across multiple job boards and company career pages in one automated run. The structured output includes job titles, locations, requirements, and posting dates in consistent JSON format, ready for bulk import into analytics platforms, databases, or custom hiring trend dashboards.

Connect ToolRouter to OpenClaw

1Install the CLI

npm install -g toolrouter-mcp

2Call tools directly from OpenClaw

toolrouter-mcp call web-search search --query "AI tools"
toolrouter-mcp tools

Steps

Once connected (see setup above), use the Web Scraper tool:

Ask: "Scrape job listings from example-jobs.com for data scientist positions"
OpenClaw extracts job titles, companies, salaries, and requirements
Request: "Aggregate the skill requirements and rank by frequency"
Use the analysis to understand market demand

Example Prompt

Try this with OpenClaw using the Web Scraper tool

Extract all data scientist job listings from example-jobs.com. Rank the most-requested skills and summarize salary ranges.

Tips

OpenClaw efficiently processes multiple listing pages for comprehensive results
Ask for structured JSON output for import into analytics tools
Run regularly to track how hiring demand evolves over time

More OpenClaw Guides

How to Extract Product Data with OpenClaw How to Monitor Competitor Pricing with OpenClaw How to Extract Contact Info with OpenClaw How to Scrape Reviews for Sentiment with OpenClaw How to Extract Event Listings with OpenClaw

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