crawl4ai

What it is good for

• Turning web pages into clean text an AI can read
• Extracting structured data from websites into JSON
• Collecting many pages from a site in one run
• Giving an AI agent live access to web content

At a glance

Who it is for

• Developers
• Automation and no-code builders
• Researchers and analysts

Setup

Requires programming

Level 5 of 5. You need to write code to use it.

Cost

Free tier plus paid plans

Type

Framework or SDK

Tasks

• Collect data from websites
• Research a topic across the web

Works with

Claude Code, Codex, Cursor, OpenCode, Docker

Momentum

Rank this week

#49 in builder tools

Best rank

#31 week 41, 2026

Stars gained last week

+489

GitHub stars

86,759

GitHub numbers as of Nov 2, 2026. Updated weekly.

Ranking history

Official links

Setup steps are on the official pages. We do not repeat them here, since they change.

• Official website
• Source code on GitHub
• PyPI package

Questions

Is crawl4ai free?

It has a free plan and paid plans, according to its own description.

Do I need to know how to code to use crawl4ai?

Yes. You need to write code to use it.

What does crawl4ai work with?

According to its own documentation, it works with Claude Code, Codex, Cursor, OpenCode, and Docker.

What is crawl4ai good for?

Turning web pages into clean text an AI can read, extracting structured data from websites into JSON, collecting many pages from a site in one run, and giving an AI agent live access to web content.

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