Crawl4AI is live · free plan, paid from $10/mo · last verified 9 Nov 2026 · viability healthy
Crawl4AI
Crawl4AI turns any URL into clean Markdown or typed JSON — open-source web crawling built for LLM and agent pipelines.
If your stack is Python or a coding agent, Crawl4AI is the cheapest credible path from a URL to LLM-ready Markdown and JSON — Starter at $10/mo with 100,000 plain pages is hard to argue with against Firecrawl's $19 Hobby. The free tier of 1,000 credits a month, no card, makes the trial trivial. Pass if you need point-and-click scraping or contractual pricing today; Enterprise is the tier for SLA, SSO and DPA.
Verdict generatedVerified 4d ago · liveness 82/100 · cite: rightaichoice.com/tools/crawl4ai
- Python developers building RAG pipelines that need clean Markdown from the web
- Agent users in Claude Code, Cursor or Codex who want scraping as a one-line MCP tool
- Teams replacing managed scrapers to cut per-page cost at volume
- Data teams pulling structured rows from LinkedIn, Amazon, Google Maps or Product Hunt via recipes
- Non-technical users who want point-and-click scraping with no configuration
- Teams unwilling to maintain Python dependencies or crawl containers to self-host
- Buyers who need /answer and /serp to be production-stable today
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Skip Crawl4AI if you want a point-and-click scraper, need a contractual non-soft-launch price today, or must have /answer and /serp as production-stable endpoints rather than experimental and beta ones.
Fetching through an ISP proxy doubles the page price and a residential proxy quadruples it, so escaping a bot wall quietly burns 2× to 4× your credits per page.
The $10/mo Starter plan (month-to-month; yearly billing gets two months free) buys 10,000 credits, which the vendor prices at 20,000 pages a month against Firecrawl's $19/mo Hobby plan at 5,000 pages — so for pure page volume Crawl4AI is roughly a quarter of the per-page cost. At the top, $499/mo Scale gives 750,000 credits and 50 concurrent requests; Enterprise is custom with region selection and SLA. The free tier's 1,000 monthly credits after email verification is enough to prototype without
In short
Crawl4AI — Crawl4AI turns any URL into clean Markdown or typed JSON — open-source web crawling built for LLM and agent pipelines. Best for Python developers building RAG pipelines that need clean Markdown from the web, Agent users in Claude Code, Cursor or Codex who want scraping as a one-line MCP tool, Teams replacing managed scrapers to cut per-page cost at volume. Free to start; paid plans from $10/mo.
What is Crawl4AI?
Crawl4AI — Crawl4AI turns any URL into clean Markdown or typed JSON — open-source web crawling built for LLM and agent pipelines. Best for Python developers building RAG pipelines that need clean Markdown from the web, Agent users in Claude Code, Cursor or Codex who want scraping as a one-line MCP tool, Teams replacing managed scrapers to cut per-page cost at volume. Free to start; paid plans from $10/mo.
Crawl4AI is an Apache-2.0 crawler that outputs machine-readable text instead of screenshots, and its hosted cloud (live since October 2026) puts the same engine behind one bearer key. The library runs via pip install crawl4ai with no token, and the cloud adds a playground, managed browsers, proxies and regional exits in the US, EU (Germany) and Singapore. Five core endpoints cover the common jobs. /scrape returns boilerplate-stripped Markdown or HTML and picks an engine per domain automatically. /extract turns a plain-English instruction into typed JSON records with no selectors. /search returns ranked web results as JSON, /serp pulls Google's results page as structured data, and /answer gives a direct answer with sources. Newer additions include /watch for page-change alerts, /price for plan prices scraped from pricing pages, /scan for listing a whole site's URLs in one call, and /site for a depth-bounded site crawl as a job. Scale handling is where hosted pulls ahead of DIY. Batch runs take up to 50 URLs, jobs go to 10,000, retries and queues run server-side, and 93 ready-made recipes turn sites like LinkedIn, Product Hunt, Amazon, Google Maps and GitHub into rows. Credits are shared across every endpoint: 1 credit is $0.001, a plain page costs 0.1, a real-browser page 0.5, a hard anti-bot site 2, and failed calls cost nothing. The cloud is also a remote MCP server at api.crawl4ai.com/mcp, with scrape, search, serp, answer, extract, batch, jobs, balance, estimate, top-up and watcher tools exposed in one line of config. Positioning: it competes with Firecrawl, ScrapingBee and Tavily on cost per page, not on no-code convenience. The vendor's own comparison table, checked 6 November 2026, puts Starter's 100,000 plain pages against Firecrawl Hobby's 75,000 at roughly half the price. The library stays open source regardless of cloud plan, so either route keeps your code portable.
Key features
- Convert any URL to clean, boilerplate-stripped Markdown via /scrape
- Return Markdown, HTML, or both with a format parameter
- Extract typed JSON records from a plain-English instruction via /extract
- Extract with CSS, XPath or LLM-based strategies in the open-source library
- Search the web and get ranked JSON results via /search
- Pull Google's results page as structured data via /serp
- Ask a question and get a sourced answer via /answer (experimental)
- Monitor pages for changes with /watch and get alerted on diffs
- Extract plan prices from pricing pages as dollars via /price
- List every URL of a site from sitemaps in 1-3 seconds via /scan
- Crawl a whole site level by level as a job via /site
- Batch up to 50 URLs with streamed per-page results; jobs up to 10,000 URLs
- Automatic per-domain engine choice: cache, HTTP, or real browser
- Proxy selection: none, ISP (2x) or residential (4x) with country parameter
- 93 ready-made recipes turning sites like LinkedIn, Amazon and GitHub into rows
Behind the verdict
Pick Crawl4AI when the output has to land in a pipeline, not a spreadsheet. The /extract endpoint is the quiet winner: you write a sentence, it returns typed records, and you skip the CSS-selector maintenance that breaks every few weeks on sites that redesign. Combined with /scrape's per-domain engine choice, most teams can stand up a working RAG feed in an afternoon. Where it bites is the operational boundary. Self-hosting means you own the browser pool, the anti-bot handling and the dependency upgrades — fine if you have a Python team, painful if you don't. That's the gap the cloud closes, and it does so at a price that undercuts Firecrawl, ScrapingBee and Tavily on the vendor's own November 2026 comparison table. We'd reach for the hosted key when the crawl is a means to an end, not the product. The recipes are the sleeper feature. Ninety-three ready-made endpoints for LinkedIn, Product Hunt, Instagram, Amazon, Google Maps, Shopify and others mean you don't rebuild the same scraper everyone else already built, and credits are shared so you can mix recipes with raw scrapes on one bill. Watch, price and site crawls round out a toolkit that looks more like a data platform than a single API. Caveats worth naming. The vendor labels /answer experimental and /serp beta, so don't build a revenue-critical feature on either without a fallback. Cloud pricing was soft-launched in October 2026 and the comparison tables can move. And if you need a signed contract, SAML SSO or a DPA, that's Enterprise — the self-serve tiers don't include them. Against Firecrawl specifically: Firecrawl wins on docs polish and the no-code story, Crawl4AI wins on pages per dollar, on the open-source escape hatch, and on the breadth of extraction strategies (CSS, XPath or LLM) inside the free
Models under the hood
as of 2026-11-08
Limitations
- Crawl4AI is LLM-agnostic and names no underlying model; extraction strategies rely on external LLM services.
- The cloud is a hosted version of the same Apache-2.0 library, so self-hosting means managing browsers, proxies, and cookies yourself.
- Some endpoints are labelled experimental or beta (/answer experimental; /serp beta since 8 Oct 2026).
- Free tier is limited to 10 requests a minute, 2 at a time, 1,000 credits monthly; paid plans start from $10 a month at 120 a minute, 10 at a time.
as of 2026-10-21
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Is Crawl4AI still active?
Crawl4AI is live · free plan, paid from $10/mo · last verified 9 Nov 2026 · viability healthy.
Viability score
How well maintained and how widely used is Crawl4AI? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: November 2026
How we score →What's new in Crawl4AI
Checked 5 days agoAcross the latest 1 update: 1 launch.
What do users say about Crawl4AI?
What people actually say about Crawl4AI — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
ResearchedDiscussed by users across 5 sources (Hacker News, YouTube, Stack Overflow, GitHub, Lemmy) · researched Oct 15, 2026.
Weighted by the 41 posts each of 5 sources contributed.
- +Apache-2.0 and fully self-hostable — no seat pricing, no vendor lock-in
- +Clean boilerplate-stripped Markdown that drops straight into LLM prompts
- +One-line MCP config for Cursor, Claude Desktop, Codex, VS Code and n8n
- +Roughly 71k–85k GitHub stars and ~1.9M monthly downloads signal real adoption
- +Structured extraction via CSS, XPath or LLM strategies covers most schemas
- −Open 0.9.x bugs in deep crawl, batching and config cloning since October 2026
- −Linux default now spawns chrome-headless-shell, breaking Chromium-specific setups
- −Production setup — proxies, retries, browser pools — is entirely on the user
- −Documentation gaps force new developers into unofficial third-party guides
- −PDF and JS-heavy scraping tasks require fiddly BrowserConfig and js_code work
- • Self-hosted path shifts browser, proxy and infrastructure costs onto you
- • Running persistent headless browsers and proxies is real compute spend
- • Credit consumption on hosted tier scales with crawl volume, so heavy deep crawls can burn credits fast
- • The 0.9.x over-fetching bug can waste paid credits on pages past max_pages
How we verified this
Every listed fact about Crawl4AI — pricing, features, links, status — is re-read from the vendor's own pages by our verification pipeline and each change is logged with a date; the last pass ran on 9 Nov 2026. Analysis is drafted with AI models and checked against our editorial standards before publishing; see how we verify.
Verification history
We have re-verified Crawl4AI 24 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — changed who should skip it, features, who it suits, our verdict, summary, description, integrations, pricing tiers
- — changed pricing page
- — changed SSL certificate
- — changed our verdict, who should skip it, pricing tiers, features, who it suits, description, summary
- — changed pricing page
- — changed description, summary, our verdict, who it suits, features, pricing tiers, who should skip it
Showing the 6 most recent of 24 verification passes.
Free to cite with attribution — this page re-verifies continuously.
How much does Crawl4AI cost in 2026?
Crawl4AI: Free to start; paid plans from $10/mo. Pricing last verified 9 Nov 2026.
Plans compared
Every published Crawl4AI tier, its price as the vendor publishes it, who it fits, and what it adds over the tier below. The 12-month cost projection follows.
| Plan | Price | Billing | Who it's for |
|---|---|---|---|
| Free | Free | — | Solo developer prototyping a RAG pipeline or testing an MCP setup before committing a cardAdds: Starting tier: 1,000 credits a month after email verification, 10 requests/min, 2 concurrent, 20 credits to try with no signup |
| Starter | $10/mo | monthly | Small team or solo engineer running a nightly crawl of a few sites at 10,000 pages or so a monthAdds: 10,000 credits a month, 120 requests/min, 10 concurrent, overage at $1 per 1,000; yearly billing gets two months free |
| Builder | $99/mo | monthly | Growth-stage product crawling thousands of pages a day with batch and jobs in productionAdds: 125,000 credits a month at 12.5× the Starter allowance, 600 requests/min, 20 concurrent, overage drops to $0.79 per 1,000 |
| Scale | $499/mo | monthly | Data-heavy operation or agency running large rank-tracking and ingestion jobs continuouslyAdds: 750,000 credits a month, 1,500 requests/min, 50 concurrent, cheapest published overage at $0.67 per 1,000 |
| Enterprise | Custom | quote | Organisations that need a regional footprint, SLA, and volume terms rather than a credit ladderAdds: Adds volume pricing, region selection, and SLA on top of Scale; contact sales |
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Where the pricing makes sense
The company stage and team size where Crawl4AI's pricing actually pencils out — and where peers do it cheaper.
The $10/mo Starter plan (month-to-month; yearly billing gets two months free) buys 10,000 credits, which the vendor prices at 20,000 pages a month against Firecrawl's $19/mo Hobby plan at 5,000 pages — so for pure page volume Crawl4AI is roughly a quarter of the per-page cost. At the top, $499/mo Scale gives 750,000 credits and 50 concurrent requests; Enterprise is custom with region selection and SLA. The free tier's 1,000 monthly credits after email verification is enough to prototype without
Has Crawl4AI's pricing changed?
No plan price for Crawl4AI has moved since we began logging in Aug 2026; the pricing page is re-read on every verification pass.
Who should pick Crawl4AI?
Pick Crawl4AI if you are Python developers building RAG pipelines that need clean Markdown from the web, Agent users in Claude Code, Cursor or Codex who want scraping as a one-line MCP tool, Teams replacing managed scrapers to cut per-page cost at volume, Data teams pulling structured rows from LinkedIn, Amazon, Google Maps or Product Hunt via recipes.
Look elsewhere if you are Non-technical users who want point-and-click scraping with no configuration, Teams unwilling to maintain Python dependencies or crawl containers to self-host, Buyers who need /answer and /serp to be production-stable today, Anyone who needs a contractual price lock while cloud pricing is in soft launch.
Skip it if Skip Crawl4AI if you want a point-and-click scraper, need a contractual non-soft-launch price today, or must have /answer and /serp as production-stable endpoints rather than experimental and beta ones.
GeneratedReal-world workflow fit
Concrete scenarios for the personas Crawl4AI actually fits — and what changes day-one when you adopt it.
You need a documentation site plus a changelog in a vector store by end of day. You call POST /scrape/batch with up to 50 URLs and format=md, stream each page's Markdown back as it lands, chunk and embed, and re-run nightly using the per-domain cache so unchanged pages cost less.
Outcome: A clean Markdown corpus in the vector store the same day, with no Playwright, proxy, or cookie setup on your side.
You paste one line — claude mcp add --transport http crawl4ai https://api.crawl4ai.com/mcp --header "Authorization: Bearer sk_live_…" — and the agent gets /scrape, /extract, and /search as tools without you writing a crawler.
Outcome: Your agent can fetch pages, pull typed JSON from a plain-English instruction, and search the web inside the same chat session.
You pip install crawl4ai, wire anti-bot detection with automatic proxy escalation from v0.8.5, and run a deep crawl with crash recovery from v0.8.0 and prefetch mode for URL discovery, pointing at your own boxes and proxies.
Outcome: A training-data pipeline you operate yourself, with no per-page credits and no vendor gate on the crawler.
Use cases
- Ingest an entire documentation site into a vector store in one arun_many() run with clean Markdown output.
- Pull typed product records off e-commerce category pages with /extract and a plain-English instruction, no selectors.
- Build a nightly crawler that refreshes embeddings for competitor sites using caching and re-crawl strategies.
- Give an agent web search plus page fetching by adding the Crawl4AI MCP server to Claude Code or Cursor.
- Pre-process news articles into boilerplate-stripped Markdown for a summarization pipeline.
- Crawl an authenticated internal wiki using session reuse and auth hooks.
- Run a query-driven adaptive crawl that stops as soon as it has gathered enough to answer.
- Queue thousands of URLs as a /scrape/jobs background job and poll for results instead of holding a connection open.
Setup time & first value
How long it actually takes to get something useful out of Crawl4AI — broken out by persona, not the marketing-page minute.
Hosted: minutes — get a key, then one curl to /scrape or one MCP line in Claude Code, Cursor, Codex, OpenCode, Windsurf, or OpenClaw. Library: pip install crawl4ai and a first arun() in under half an hour for a Python developer, but production self-hosting (browsers, proxies, anti-bot handling) is an ongoing maintenance job, not a one-time setup.
Switching to or from Crawl4AI
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Firecrawl: replace the page call with POST /scrape (format=md) and the JSON call with POST /extract using a plain-English instruction instead of a schema.
- →From Tavily: swap the search call for GET /search and add POST /scrape for page bodies the search result doesn't include.
- →From SerpApi: map rank-tracking calls to POST /serp (beta since 8 Oct 2026) and keep /search for general web results.
- →From a self-hosted Crawl4AI library: point the same arun/arun_many calls at api.crawl4ai.com/scrape and /scrape/batch, keeping the library as the fallback.
- →From Playwright or Selenium scripts: replace the browser glue with POST /scrape and let the hosted engine pick cache, HTTP, or browser per domain.
- ↗To self-hosted Crawl4AI: pip install crawl4ai, set your own proxies, and use the same run configs the cloud API mirrors.
- ↗To Firecrawl: map /scrape to its scrape endpoint and /extract to its JSON extraction, accepting a higher per-page price at equivalent volume.
- ↗To Tavily: move /search calls to its search API if search is all you used Crawl4AI for.
- ↗To SerpApi: move /serp rank-tracking traffic to its Google results endpoint if SERP data was the only workload.
Integrations
Resources & guides
Tutorials & Learning
YouTube returned 6 videos for “Crawl4AI”, and we withheld 6: 6 could not be judged, because “Crawl4AI” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Crawl4AI.
Official links
What are the best Crawl4AI alternatives?
The closest alternatives to Crawl4AI we list are Firecrawl, Tavily and Spider Cloud. Ranked by direct product-type match, not category overlap.
| Alternative | Pricing | Starts at | Last verified |
|---|---|---|---|
| Firecrawl | Freemium | Pricing not published | — |
| Tavily | Freemium | Pricing not published | — |
| Spider Cloud | Paid | Pricing not published | — |
Alternatives to Crawl4AI
View all
Firecrawl
Firecrawl is a web data API that scrapes, searches, and interacts with live pages to feed LLM-ready Markdown and JSON into AI agents.
Spider Cloud
Web scraping, crawling and search API that returns clean markdown or JSON for RAG pipelines and AI agents.
Tools that pair well with Crawl4AI
Common stack mates teams adopt alongside Crawl4AI, with the specific reason each pairing earns its keep.
Firecrawl
Firecrawl is a web data API that scrapes, searches, and interacts with live pages to feed LLM-ready Markdown and JSON into AI agents.
Tavily
A web search API that grounds AI agents with live, structured web context
Spider Cloud
Web scraping, crawling and search API that returns clean markdown or JSON for RAG pipelines and AI agents.
Crawl4AI vs its closest rival
Crawl4AI's closest head-to-head is with Tavily.
Our Crawl4AI vs Tavily verdict written May 12, 2026 is more than 90 days old, so it is being re-reviewed against current data and is not shown.
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