Context.dev
Scrape & Crawl
markdown, HTML, sitemap, search, full-site crawls
Extract
structured data from any site via JSON schema
Brand Data
logos, colors, fonts, styleguide, description, socials, address
Logo Link
logo CDN
Pull Images
images, logos, and screenshots from any URL
Classification
NAICS, SIC, transaction identification
#1 Crawl4AI Alternative
Crawl4AI is a great open-source library, if you want to run the browsers, proxies, and updates yourself. Context.dev gives you the same LLM-ready Markdown as a managed API, with stealth, brand data, and AI extraction built in.
Crawl4AI → Context.dev
Why Switch
A crawling library is free until you count the browsers, proxies, and engineer-hours it takes to run in production. The managed math looks different.
No browser fleet to babysit
Crawl4AI runs on your machines: Playwright browsers, Docker images, memory tuning, version bumps, and the 2 a.m. page that a dependency update broke your pipeline. Context.dev is one HTTPS call. We run the browsers, rotate the proxies, and keep pace with anti-bot changes so your team ships features instead of maintaining crawler infrastructure.
Stealth included, not assembled
With Crawl4AI, clearing Cloudflare, DataDome, or Akamai means sourcing your own proxy pools and stealth plugins, then keeping them working. Context.dev runs bot-detection bypass and automatic proxy escalation on every request, on every plan. No extra vendors, no credit multipliers.
Brand intelligence no crawler library returns
Context.dev resolves the site into a brand entity: logos in multiple formats, color palettes, fonts, design-system signals, company description, socials, and NAICS/SIC industry codes. Crawl4AI hands you Markdown and leaves the entity resolution to you.
AI extraction without LLM plumbing
Crawl4AI’s LLM extraction strategies are powerful, but you bring your own model keys, prompts, retries, and cost management. Context.dev’s extraction endpoints answer natural-language questions and return typed JSON (products, pricing tiers, team pages) with the model layer handled for you.
Open source when you want it, API when you don’t
Plenty of teams prototype with Crawl4AI and then discover the production bill: compute, proxies, storage, and engineer-hours. A managed API turns that into a predictable subscription with support and an SLA. If self-hosting is a hard requirement, Crawl4AI is genuinely good. That’s the honest trade.
Predictable subscription pricing
Context.dev does not meter by token, by render, or by “premium” page tier, and there is no infrastructure line item hiding behind a free license. You pick a plan, get a monthly request limit, and ship. Scraping, brand lookups, AI extraction, and screenshots all sit on the same subscription.
Full Comparison
Done running your own crawlers?
Same LLM-ready Markdown as Crawl4AI, minus the browser fleet, proxy pool, and maintenance. Plus brand data and AI extraction from the same key.