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Sample work · AI & Automation

Web Crawl: Pages scraped and converted to Markdown for chatbots and analysis

Public websites are scraped and saved as clean Markdown with preserved links, for example as a knowledge base for a chatbot or for data analysis. Tested on three real, public pages.

Sample work (demo), not a client job. Built as a trial task with invented example data; the check figures below come from the automatic test run and are not polished.

What was built

  • Page content as Markdown, headings and links are preserved
  • One file per page, directly usable for chatbot knowledge or analysis
  • Only public pages, no login into third-party accounts

Download example-com.md Download gltools-startseite.md Download gltools-beispiele.md

How it was checked

Automatic test run on 2026-10-31, taken from the log (test data invented, figures measured):

  • https://www.gltools.de/: 44487 characters of Markdown, content and links preserved
  • https://www.gltools.de/beispiele/: 35056 characters of Markdown, content and links preserved
  • https://example.com/: 959 characters of Markdown, content and links preserved

Limits

What this sample does not cover, so nobody expects more:

  • Firecrawl free tier: 1,000 pages per month - larger crawls only upon consultation (costs)
  • Only public pages; robots.txt and website terms of use apply; no login into third-party accounts
  • Output: Markdown/JSON per page, for RAG, chatbots or data analysis

Something like this for your business?

Describe briefly what you need. You get a fixed price before I start; nothing happens without your yes.

To the workshop