DATA & SCRAPING · WORTH A LOOK
Crawl4AI
Free, open-source (Apache-2.0) web crawler and scraper that turns any website into clean, LLM-ready Markdown or structured JSON for AI agents.
What Crawl4AI does
Free, open-source (Apache-2.0) web crawler and scraper that turns any website into clean, LLM-ready Markdown or structured JSON for AI agents. About 86K GitHub stars (github.com/unclecode/crawl4ai). Run it yourself as a Python library or Docker server, or use the hosted Crawl4AI Cloud API (/scrape, /extract, /search, /serp, /answer, batch jobs, page monitors, MCP). A cheaper, self-hostable alternative to Firecrawl.
Good for
- Turn competitor, supplier or directory websites into clean text an AI assistant can read and summarise
- Feed your own site, help docs or product pages into a chatbot's knowledge base
- Pull lead lists or product/price data into a spreadsheet via the hosted API from n8n, Make or Zapier HTTP steps
- Cheaper Firecrawl alternative for scheduled research automations (free tier or $10/mo)
Try this in 10 minutes
- Turn competitor, supplier or directory websites into clean text an AI assistant can read and summarise. Use the free plan: pick one real example from your own business and try just that.
- Feed your own site, help docs or product pages into a chatbot's knowledge base. Put the result next to how you do it today. Is it faster, cheaper or better?
- Pull lead lists or product/price data into a spreadsheet via the hosted API from n8n, Make or Zapier HTTP steps. Note what you had to fix by hand before you'd show it to a customer.
Mini-tasks based on common small-business uses for this tool.
Honest take
No red flags in our notes so far
- No-code users should start with the hosted Cloud key (1,000 free credits/mo) called from an n8n/Make HTTP node; self-hosting needs Python or Docker.
- Compare with Firecrawl before committing.
Pricing
Open source: free to self-host. Cloud: Free 1,000 credits/mo (no card); Starter $10/mo (10k credits); Builder $99/mo (125k); Scale $499/mo (750k); Enterprise custom. 1 credit = $0.001; a page costs 0.5 credit. Yearly billing gives 2 months free.
Prices as listed by the maker when we last checked (2026-10-20); usually in US dollars. Check the website for current prices.
Latest update
- Crawl4AI Cloud is live: hosted API with 1,000 free credits a month and plans from $10/mo; works as an MCP server in Claude Code, Codex, Cursor.
- : Added Crawl4AI: free open-source (Apache-2.0, ~86K stars) crawler that turns web pages into LLM-ready Markdown; hosted Cloud API with 1,000 free credits/mo and plans from $10/mo. Firecrawl alternative.
Is Crawl4AI worth it? Quick answers
Is Crawl4AI worth it?
Crawl4AI is worth a look if it matches a job you already do (Data & scraping). No-code users should start with the hosted Cloud key (1,000 free credits/mo) called from an n8n/Make HTTP node; self-hosting needs Python or Docker. There is a free tier, so you can test it before paying.
How much does Crawl4AI cost?
Open source: free to self-host. Cloud: Free 1,000 credits/mo (no card); Starter $10/mo (10k credits); Builder $99/mo (125k); Scale $499/mo (750k); Enterprise custom. 1 credit = $0.001; a page costs 0.5 credit. Yearly billing gives 2 months free.
What is Crawl4AI used for?
Free, open-source (Apache-2.0) web crawler and scraper that turns any website into clean, LLM-ready Markdown or structured JSON for AI agents. Typical uses: turn competitor, supplier or directory websites into clean text an AI assistant can read and summarise; feed your own site, help docs or product pages into a chatbot's knowledge base; pull lead lists or product/price data into a spreadsheet via the hosted API from n8n, Make or Zapier HTTP steps.