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Crawl a site into clean, chunked text for AI

Crawls the demo newspaper one link deep, with robots.txt honoured, and turns every page into clean Markdown: the menus, cookie banner, sidebars and footers are stripped and the story is kept. The text is then cut into chunks with stable ids, which is the input a vectorUpsert or an llm node wants. Add an ai and a vectordb connection and a vectorUpsert node, or start from the 'Website → clean text → vector store' template, to finish the knowledge base.

The pipeline

This is the actual graph the template creates — 2 steps.

Connects to

  • HTTP API

How you know it worked

Open the run on the canvas and click each node.

Try this template

Used in: Education & government

Stop moving data by hand.

Start free with three projects, or talk to us about running it across your organisation.