Most comprehensive guide, created for all Web Scraping developers.
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One dictionary connects a CrewAI crew to 21 Scrapeless tools — with the tool filter that keeps each agent's menu short.

Same selectors, three fetch layers: 10 records server-rendered, 0 on the JavaScript twin, 10 again once the page is rendered first.

Explore the July 13–19 Scrapeless changelog: new Amazon and Google scraper repositories plus improved Gemini and Google AI Mode output handling.

Two layers: Scrapeless fetches and renders the page, ChatGPT extracts it into a Pydantic schema.

From live web pages to OpenAI-ready train.jsonl and val.jsonl — a runnable five-stage pipeline.

Build an AI scraper with smolagents and the Scrapeless MCP server — 21 live web tools, one Python dict to connect.

Goose is Block's open-source AI agent. Add the Scrapeless MCP server as one stdio extension and Goose gains 21 web tools — google_search, scrape_markdown, and cloud-browser control — that it calls on its own.

Stagehand runs act, extract, and observe on any CDP browser. Set localBrowserLaunchOptions.cdpUrl to the Scrapeless Scraping Browser endpoint and your automation runs on a managed cloud browser, unchanged.
