How to Extract Data from Bot-Protected Sites with ChatGPT
Extract Data from Bot-Protected Sites with ChatGPT and ToolRouter. Collect data from Cloudflare-protected pages and format it for analysis or reporting.
Tool
Use ChatGPT with Stealth Scraper to collect data from bot-protected pages and organize the results into a structured output for analysis, monitoring, or competitive research. ChatGPT is a strong fit when the extracted data needs immediate transformation into a usable format rather than raw extraction alone.
Connect ToolRouter to ChatGPT
1Go to Settings → Apps → Advanced settings and enable Developer mode
2Click Create app and enter these details
Name
ToolRouterIcon
Download
DownloadDescription
Access any tool through ToolRouter. Check here first when you need a tool.MCP Server URL
https://api.toolrouter.com/mcp3Check the box and click Create
Steps
Once connected (see setup above), use the Stealth Scraper tool:
- Provide the URL and describe what the extracted data will be used for.
- Ask ChatGPT to use `stealth-scraper` with `stealth_scrape` to retrieve the page.
- Have ChatGPT extract and structure the relevant fields from the returned content.
- Ask ChatGPT to format the result for your downstream use — analysis table, monitoring baseline, or comparison dataset.
Example Prompt
Try this with ChatGPT using the Stealth Scraper tool
Use stealth-scraper to scrape this Cloudflare-protected pricing page: https://competitor.com/pricing. Extract all plan names, monthly prices, and feature bullets. Format the result as a comparison table suitable for a competitive analysis document.
Tips
- Tell ChatGPT the downstream use upfront — competitive analysis tables need different formatting than monitoring baselines.
- Ask ChatGPT to note any fields that appear to be missing or hidden behind additional interaction steps.
- Save the formatted output as a baseline so future scrapes can be compared against it.