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Agents tracked: 444 Releases (7d): 644 Agent status: 6 with issuesSince last limit reset: Claude 31d · Codex 3d Updated Oct 23, 2026

Crawl4AI

LLM-friendly web crawler and scraper for extracting data from websites.

Scraping, browsers and parsing PyPI Apache-2.0 HTML parsing and extraction Browser automation

Used in agent projects
9
0.6% of 1,622 Python repos built with AI coding agents; 222 counting our dependency samples
Gid Score
64 /100
#512 of 3,794 tools, #12 in scraping, browsers and parsing · ranking
Rank in scraping, browsers and parsing
#35 of 134
by use in those projects
Downloads
316K
PyPI, last 7 days, crawl4ai
GitHub stars
85.9K
8,935 forks · last push Oct 20, 2026

How Crawl4AI is used

Crawl4AI is a dependency in 9 of the 6,211 public GitHub projects set up for AI coding agents that we scanned, too few to describe it from them alone. Our scan also samples projects by dependency (Solana 2,717, Ethereum and EVM 1,533, 3D and games 2,862, agent frameworks and SDKs 11,237); counting those, it appears in 222 projects, and what it is used with below comes from all of them. The most used alternative in our scan is Beautiful Soup (134 projects). Projects that use it most often also use python-dotenv (64.0%), Pydantic (53.6%), Requests (53.2%).

Crawl4AI popularity over time

Top tools by Gid Score

Crawl4AI: downloads per weekPyPI, crawl4ai 312,686
Crawl4AI: GitHub starsunclecode/crawl4ai 85,891

Gid Score 64: downloads 53, use in agent projects 62, GitHub stars 86, downloads trend 58 (each 0-100). How it is calculated.

Often used with Crawl4AI

python-dotenv64.0% of Crawl4AI projects · 7.0× more than average
Pydantic53.6% of Crawl4AI projects · 6.2× more than average
Requests53.2% of Crawl4AI projects · 7.8× more than average
Beautiful Soup48.2% of Crawl4AI projects · 22.3× more than average
Playwright (Python)46.8% of Crawl4AI projects · 39.3× more than average
OpenAI Python Library46.4% of Crawl4AI projects · 11.8× more than average
FastAPI41.0% of Crawl4AI projects · 5.5× more than average
Uvicorn39.6% of Crawl4AI projects · 5.2× more than average

From all 222 projects in our scan that use Crawl4AI, including the dependency samples.

By coding agent

Cursor0.3% of projects set up for it

Share of public repos configured for each agent that list Crawl4AI as a dependency.

How Crawl4AI is funded

Most funded tools

GitHub Sponsors

@unclecode11 current sponsors

GitHub shows how many people and companies sponsor an account, not how much they pay. Sponsors of a person back all of their work.

Ways to fund Crawl4AI

GitHub Sponsors

As the maintainers list them in FUNDING.yml on GitHub. Checked Oct 20, 2026.

Install

Packagepip install crawl4ai
Main stacksPython (219), Next.js (2), .NET (1)
Example projectscamel-ai/owl, sentient-agi/OpenDeepSearch, zstar1003/ragflow-plus, polyuiislab/infiAgent, ustc-ai4science/Science-Star

Alternatives to Crawl4AI

All scraping, browsers and parsing

Tools that do the same job, so a project picks one or the other. Add-ons and libraries used alongside Crawl4AI are not listed here; they are in "Often used with".

Tool Gid Score Used in agent projectsDownloads / wk GitHub starsLicense
Beautiful Soup pypi
Python HTML/XML parsing and screen-scraping library for web data extraction.
77 134 (8.3%) 70.4M — MIT
Playwright (Python) pypi
High-level Python API for automating browser testing and web scraping.
77 74 (4.6%) 28.4M 15.1K Apache-2.0
Selenium pypi
Official Python bindings for browser automation and web scraping.
62 27 (1.7%) 7.3M — Apache-2.0
html2text pypi
Convert HTML to Markdown-structured text for parsing and transforming web content.
54 9 (0.6%) 2.9M 2,173 GPL-3.0-or-later

More in Scraping, browsers and parsing: Puppeteer lxml Playwright Core Cheerio fast-xml-parser jsonc-parser Mozilla Readability linkedom

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