Overall rank #7 · Category rank #1

Crawl4AI

Crawler that produces AI-ready web content.

Index score91.7out of 100 · method 1.0

Scoring evidence

How 91.7 points were assigned

Method details
Adoption23.5/25
Community13.2/15
Recent activity20/20
Deployment13/15
GTM fit12/15
Licence10/10

Deployment readiness · 13/15

Clear self-host path and strong setup documentation; some operating work remains.

Practical GTM fit · 12/15

Supports a substantial go-to-market workflow and replaces part of Firecrawl.

Licence · 10/10

Permissive open source: Broad rights to use, change and redistribute.

Repository evidence

Facts used in this snapshot

GitHub stars
73,401
Forks
7,546
Open issues
111
Last push
20 July 2026
Default branch
main
Licence
Apache-2.0

Source: Crawl4AI repository · checked 20 July 2026

Editorial review

What the classification means

Established

Maturity label based on the project’s public repository footprint, recent activity, and practical readiness.

Strong shortlist

Recommendation for where this project belongs in an initial evaluation, not a purchasing guarantee.

Permissive open source

Broad rights to use, change and redistribute.