head to head · open source
Crawl4AI vs crawlee-python
Crawl4AI has 83,747 GitHub stars, 8,660 forks, 188 open issues and last shipped 2 days ago. crawlee-python has 9,535 stars, 807 forks, 100 open issues and last shipped 2 days ago. Crawl4AI leads on adoption by 778% (83,747 vs 9,535 stars). Crawl4AI is written in Python under Apache-2.0; crawlee-python is written in Python under Apache-2.0. Crawl4AI has attracted 10% as many forks as stars, crawlee-python 8%. crawlee-python was the more recently maintained of the two, and both are self-hostable with no licence fee.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| Crawl4AI | crawlee-python | |
|---|---|---|
| GitHub stars | ★ 84K | ★ 9.5K |
| License | Apache-2.0 | Apache-2.0 |
| Written in | Python | Python |
| Last push | 2026-09-16 | 2026-09-16 |
| Forks | ⑂ 8.7K | ⑂ 807 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick Crawl4AI if
- You weight community size — 84K stars and counting
- You want the Apache-2.0 license terms
- Your stack matches Python
- You value the larger contributor base for long-term maintenance
pick crawlee-python if
- You want the crawlee-python feature set and don't need the biggest community
- You prefer the Apache-2.0 license terms
- Your stack matches Python
- You evaluated both and crawlee-python fits your workflow better
About Crawl4AI
Crawl4AI is an open source web crawler and scraper designed to prepare website content for large language model (LLM) workflows. It lives in the Python ecosystem and targets data extraction for RAG, agents, and AI pipelines. Unlike many tools that require API keys or paid subscriptions, Crawl4AI provides direct, self hosted access to web content with output structured specifically for LLM consumption.
read the full Crawl4AI overview →
About crawlee-python
Crawlee for Python is an open source, Apache 2.0 licensed web scraping and browser automation library that lets Python developers build reliable crawlers for extracting data for AI, LLM, RAG, and GPT pipelines, and it is aimed at anyone who needs to crawl sites at scale without hand writing the surrounding infrastructure.
read the full crawlee-python overview →
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Frequently asked questions
Is Crawl4AI or crawlee-python more popular?
Crawl4AI has 83,747 GitHub stars and crawlee-python has 9,535. Crawl4AI has the larger community by that measure.
Are Crawl4AI and crawlee-python free?
Both are open source. Crawl4AI is licensed under Apache-2.0 and crawlee-python under Apache-2.0. Neither carries a licence fee.
What is the difference between Crawl4AI and crawlee-python?
Crawl4AI is written in Python and crawlee-python in Python. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, Crawl4AI or crawlee-python?
Choose Crawl4AI if you want the larger community (83,747 stars) or its Apache-2.0 licence terms. Choose crawlee-python if its feature set, stack or Apache-2.0 licence fits better. Both are self-hostable.