Firecrawl Alternatives

Seven ways to turn web pages into LLM-ready data, priced against what Firecrawl really costs per page.

Firecrawl turns a URL into clean markdown or JSON for an LLM, and its Hobby plan costs $19 a month for 5,000 credits, or $3.80 per 1,000 basic pages. People leave it over credits that vanish at the end of the month, over the 4 extra credits that JSON extraction adds to every page, or because the open-source version they wanted to self-host ships without the anti-bot engine. We compared seven replacements. Crawl4AI is the best pick for most developers: free under Apache-2.0 if you host it, $10 a month if you don't. Apify and Bright Data are the heavier platforms for scale and blocked sites, Jina Reader is the free one-page shortcut, and ScrapingBee, Spider and Zyte change how you pay.

Romain CochardCEO of Hack'celeration
Updated 20267alternatives compared5criteria each2026pricing checked

The ranking is editorial: a sponsored placement is always labeled on its card, and no affiliate link changes a score.

The honest take

Why developers leave Firecrawl

Firecrawl does one job well: you send a URL, it renders the page, strips the clutter and hands back markdown your model can read. Scrape and crawl cost 1 credit per page, map 1 credit per call, search costs 2 credits per 10 results, and the free tier gives 1,000 credits every month without a card. The complaints we read rarely target the output. They leave over how the bill behaves once a project grows, or over what the open-source version leaves out. Here are the six reasons that come up most, with the numbers behind each.

Credits reset every month

On Hobby, Standard and Growth, unused credits do not roll over. Only Scale carries them over, for one month, and only on annual billing: the pricing grid just says Scale, the billing rules add the annual condition. Enterprise sets its rollover by contract. A crawl that runs in bursts pays for idle months. In a developer forum thread where Firecrawl's CEO asked users what to improve, the first answer was that credits should roll over. Spider's prepaid balance, by contrast, never resets.

JSON extraction multiplies the cost by five

A basic scrape is 1 credit, but the JSON, Question and Highlight formats add 4 credits per page. Standard's 100,000 credits then cover 20,000 structured pages instead of 100,000, and the price per 1,000 pages climbs from $0.99 to $4.95 on monthly billing. If your pipeline asks for a schema on every page, that is the figure to compare.

Error pages still cost a credit

A scrape that returns nothing is free, but a page that answers with a 403 or a 404 is returned to you and billed 1 credit. On a crawl full of dead links or blocked pages, you pay for those errors. Zyte only bills successful responses, and Crawl4AI Cloud and Spider charge nothing for failed calls.

Overage costs more than the plan

When credits run out on a paid plan, pay-as-you-go adds them in $5 increments: 1,000 credits on Hobby, 2,000 on Standard. On Hobby that is $5 per 1,000 extra pages, against $3.80 inside the plan. A Hobby month that overflows by 10,000 pages adds $50: a $69 bill for 15,000 pages, when Standard covers 100,000 for $99.

The self-hosted version is not the cloud

Firecrawl is open source under AGPL-3.0, but the cloud version includes additional features. Fire-engine, the service behind its advanced anti-bot behavior, is not included in a self-hosted stack, and screenshots or page actions are not available by default. A bug report opened in 2025 asks for proxies on the self-hosted version, and forum users described the self-hosted repo as full of errors.

The price feels high next to the alternatives

On a developer forum, one user called Firecrawl egregiously expensive in 2025; another, the same year, kept a local Crawl4AI as the default and the rather expensive hosted Firecrawl as a last resort. At the same $19 a month, ScrapingBee's Hobby plan renders 15,000 JavaScript pages where Firecrawl Hobby scrapes 5,000. And the AGPL license matters if you modify the code and serve it to users over a network.
1
Best overall, and best open source

Crawl4AI

4.3/5

Crawl4AI is the open-source crawler most Firecrawl users try first, and it is the closest match in spirit: give it a URL, get back clean markdown or structured data for an LLM. The library and its Docker server are free under Apache-2.0, a permissive license with none of the network clauses of Firecrawl's AGPL. Its GitHub repository counts 87.2k stars and ships version 0.9.5. You run it in your own Python process, with your settings and your proxies, so the bill is your server and your engineering time.

If you don't want to host it, Crawl4AI Cloud runs the same crawler for you. The free tier gives 1,000 credits a month, up to 10,000 plain pages. Starter costs $10 a month for 10,000 credits, Builder $99 for 125,000 and Scale $499 for 750,000, or $100, $990 and $4,990 a year. A plain page costs 0.1 credit, a page that needs a real browser 0.5, a hard anti-bot site 2, and failed calls are free.

Read that against Firecrawl Hobby: for $10 instead of $19, Starter covers 20,000 browser-rendered pages, four times Firecrawl Hobby's 5,000. On plain HTML pages it drops to $0.10 per 1,000. The catch is the hard sites: at 2 credits each, Starter handles 5,000 of them, the same count as Firecrawl Hobby for about half the price.

Standout features
  • Apache-2.0 library and Docker server, free to self-host
  • Cloud credits priced by page difficulty: 0.1, 0.5 or 2
  • Failed calls cost nothing on the Cloud
+Pros
  • ✓$0.50 per 1,000 browser pages on the $10 Starter plan
  • ✓Same markdown-first output, so migration is mostly a change of endpoint
  • ✓A permissive license if you embed it in a product
−Cons
  • ✗Self-hosting means you run the browsers, the proxies and the memory limits
  • ✗Python first: other stacks go through the Docker server or the Cloud API
  • ✗Users reported memory leaks and timeouts on long Docker runs in 2024 and 2025
Crawl4AI vs Firecrawl
CriterionCrawl4AIFirecrawl
Entry paid plan$10/mo (Starter)$19/mo (Hobby)
Browser pages on entry plan20,0005,000
Open-source licenseApache-2.0AGPL-3.0
Failed callsFree403/404 cost 1 credit
Verdict

Pick Crawl4AI if you write Python and want Firecrawl's markdown for a fraction of the price, hosted or not. If nobody on the team wants to touch browsers or proxies, a managed API like Apify or ScrapingBee will cost you less time.

Try Crawl4AI →
2
Best platform for production pipelines

Apify

4.2/5

Apify is a cloud platform where scrapers, called Actors, run on demand or on a schedule. The one that replaces Firecrawl is Website Content Crawler: it crawls a site, removes navigation, headers, footers, ads and cookie warnings, and saves the content as plain text, Markdown or HTML for a RAG pipeline. Around it you get proxies, datasets, schedules and more than 100,000 other Actors in its store, many built for one specific site. If your pipeline runs in n8n, our Apify node guide for n8n covers the setup.

Pricing is a subscription that prepays usage. Free gives $5 to spend each month, Starter costs $19 a month, Scale $199 and Business $999, each with the same amount to spend, and a compute unit costs $0.2 on Starter and $0.16 on Scale. Paying annually saves 10%. Residential proxies cost $8 per GB on Starter.

The cost per page depends on the site, which is the main difference from Firecrawl's flat credit. Apify estimates Website Content Crawler at $0.5 to $5 per 1,000 pages with a headless browser, and $0.2 per 1,000 with the raw HTTP crawler. On easy sites that beats Firecrawl Hobby's $3.80; on heavy sites it can match or pass it. Our full Apify review scores it 4.2, and our Apify alternatives page covers the reverse move.

Standout features
  • Website Content Crawler with Markdown output and boilerplate removal
  • Schedules, datasets and webhooks built in
  • Ready-made Actors for sites you would otherwise script yourself
+Pros
  • ✓One account covers crawling, proxies, storage and scheduling
  • ✓A free plan with $5 of monthly usage to test real crawls
  • ✓HTTP crawling at about $0.2 per 1,000 pages on simple sites
−Cons
  • ✗Cost per page varies with memory and run time, so it is harder to forecast
  • ✗More concepts to learn (Actors, compute units, datasets) than a single API call
  • ✗Residential proxy traffic is billed on top, from $8 per GB
Apify vs Firecrawl
CriterionApifyFirecrawl
Entry paid plan$19/mo + usage$19/mo, 5,000 credits
Billing unitCompute unitsCredits per page
SchedulingBuilt inThrough your own code
Verdict

Pick Apify if scraping is a recurring job with schedules, storage and many target sites. If you only need a URL-to-markdown call inside an agent, Crawl4AI or Jina Reader is simpler and cheaper to run.

Try Apify →Read our Apify review
3
Best for blocked sites at scale

Bright Data

4.2/5

Bright Data is the infrastructure end of this list: proxy networks, an Unlocker API for CAPTCHAs and blocks, ready-made Scraper APIs and a Fetch API, formerly called Crawl API and still sold under that name, that takes any public URL and returns the page as Markdown, plain text, raw HTML and JSON-LD in a single record. That last product is the direct Firecrawl replacement: $1.5 per 1,000 records on pay as you go, down to $1 on the $1,999-a-month plan for 2.5 million records.

The Scraper APIs are advertised from $0.75 per 1,000 records, a discounted rate shown against a $1 list price, and the Fetch API's $1 tier drops to $0.75 with the 25% coupon displayed on its monthly plans; our Bright Data pricing guide walks through each grid. On the Web Scraper API page, pay as you go costs $1.5 per 1,000 records, the free tier gives 5,000 records a month without a card, and Scale costs $499 a month for 384,000 records. Its MCP server has a free tier of 5,000 requests a month, drawn from the same shared pool as the other APIs, which helps if your agent runs in Claude or Cursor.

Against Firecrawl, the price per page is lower than Hobby ($1.5 per 1,000 on pay as you go against $3.80) and you pay only for what you use, with no credits to lose at month end. What you get on top is the unblocking: this is the vendor to call when Firecrawl returns 403s. Our Bright Data review scores it 4.2, and the Apify vs Bright Data comparison covers the two together. For the wider field of scrapers, see our ranking of scraping tools, and our Bright Data alternatives if it is more platform than you need.

Standout features
  • Fetch API returns Markdown, text, HTML and JSON-LD per URL
  • Unlocker, proxies and Scraper APIs from one account
  • An MCP server with a free tier of 5,000 requests a month, drawn from the same shared pool as the other APIs
+Pros
  • ✓An Unlocker API built for blocks and CAPTCHAs
  • ✓Pay-as-you-go with no monthly minimum
  • ✓A free tier of 5,000 records a month to test
−Cons
  • ✗Many products and price grids, which slows the first setup
  • ✗Scale at $499 a month only pays off at high volume
  • ✗The $0.75 entry price is a discounted Scraper API rate; the markdown Fetch API costs $1.5 on pay as you go
Bright Data vs Firecrawl
CriterionBright DataFirecrawl
Cost per 1,000 pages$1.5 pay as you go (Fetch API)$3.80 on Hobby
Unused volumePay per useCredits reset monthly
Free tier5,000 records/mo1,000 credits/mo
Verdict

Pick Bright Data if blocked pages are why Firecrawl fails you, or if you scrape at a volume where proxies and compliance matter. For a side project or a few thousand friendly pages, it is more platform than you need.

Try Bright Data →Read our Bright Data review
4
Best free one-page shortcut

Jina AI Reader

4.0/5

Jina AI Reader is the lightest option here. You convert a URL by prepending r.jina.ai to it, and you get back LLM-friendly text. Its sibling s.jina.ai searches the web and returns the top results in the same format. It reads PDFs natively, which saves a separate parser for document links. Jina is now run by Elastic, whose sales team handles volumes above self-serve top-ups.

Basic use is free without any key, at 20 requests per minute. A free API key raises that to 500 requests per minute, and every new key comes with 10M free tokens. After that, pricing is based on token usage: you top up a key and the output tokens of each response are counted.

Against Firecrawl, the billing logic is different. Firecrawl charges per page whatever its length; Jina charges for the tokens it returns, so long pages cost more and short ones less. Each call reads one URL: to cover a whole site, you write the link-following yourself. It is a reader, and for an agent that fetches a handful of pages per task, that is often all you need.

Standout features
  • Prefix any URL with r.jina.ai, no account needed
  • Native PDF reading
  • 10M free tokens on every new API key
+Pros
  • ✓Nothing to install, nothing to host
  • ✓Free use at 20 requests per minute is enough for prototypes
  • ✓Search and read through the same API key
−Cons
  • ✗One URL per call: you write the crawling logic yourself
  • ✗Free use without a key is capped at 20 requests per minute
  • ✗Its ReaderLM-v2 model is CC-BY-NC 4.0, so commercial use of the model needs a license
Jina AI Reader vs Firecrawl
CriterionJina AI ReaderFirecrawl
Free use20 req/min, no key1,000 credits/mo
Billing unitOutput tokensCredits per page
Full-site crawlBuild it yourselfCrawl endpoint
Verdict

Pick Jina Reader if your agent reads a few pages at a time and you want no account and no bill to start. When you need to crawl a whole site or get past blocks, move to Crawl4AI or Bright Data.

Try Jina Reader →
5
Best like-for-like API at the same price

ScrapingBee

3.9/5

ScrapingBee is a classic scraping API: it handles headless browsers and rotates proxies for you, and it now returns any page as clean Markdown, with AI data extraction, screenshots and a JavaScript scenario to click and scroll before scraping. It also has an MCP server and an n8n node, so it drops into the same agent stacks as Firecrawl.

Hobby costs $19 a month for 75,000 API credits and 25 concurrent requests, Freelance $49 for 250,000, Startup $99 for 1,000,000 and Business $249 for 3,000,000. Requests start at 1 credit, a request with JavaScript rendering costs 5, and premium proxies cost 10 or 25 credits depending on JavaScript rendering. Credits are valid for one month and don't roll over.

That gives the comparison with Firecrawl Hobby, at the same $19: 75,000 credits make 15,000 JavaScript-rendered pages, three times Firecrawl's 5,000, or $1.27 per 1,000. With premium proxies and JavaScript, it drops to 3,000 pages, or $6.33 per 1,000. So it wins on ordinary sites and loses on hard ones. You can wire it in Make through our ScrapingBee integration guide.

Standout features
  • Markdown output, AI extraction and screenshots in one API
  • JavaScript scenarios to click, scroll and type before scraping
  • 25 concurrent requests on the $19 plan
+Pros
  • ✓Three times Firecrawl Hobby's browser pages for the same $19
  • ✓Credit costs listed per option, so the bill is easy to model
  • ✓A free trial of 1,000 credits without a card
−Cons
  • ✗Credits expire after one month, like Firecrawl's
  • ✗Premium proxies with JavaScript cost 25 credits a page
  • ✗No open-source version to self-host
ScrapingBee vs Firecrawl
CriterionScrapingBeeFirecrawl
Entry plan$19/mo, 75,000 credits$19/mo, 5,000 credits
JS pages on entry plan15,0005,000
Credit rolloverNoNo (only annual Scale)
Verdict

Pick ScrapingBee if you want a managed API that behaves like Firecrawl and stretches $19 three times further on ordinary sites. If most of your targets need premium proxies, price them on Zyte's per-site tiers ($1.01 to $16.08 per 1,000 rendered pages) before you commit.

Try ScrapingBee →
6
Best pay-per-GB pricing

Spider

3.9/5

Spider is a crawler written in Rust, open source under the MIT license, with a hosted API at spider.cloud that crawls, scrapes and searches, and streams whole sites back as markdown. It returns HTML, raw, plain text and several markdown formats, with JSON, JSONL, CSV or XML responses.

Its pricing is the most unusual here. Pay as you go has two line items per request: bandwidth at $1 per GB of content before transformation, and compute at $0.0001 per minute of CPU. Failed requests cost $0, and there are no multipliers for JavaScript rendering or proxies. You top up from $5, and the balance does not expire: nothing resets monthly. The Unlimited plan sells concurrency instead, from $40 a month for 2 requests in flight, with unlimited requests through them.

Against Firecrawl, that solves the two billing complaints at once: no monthly reset and no charge for failures. The trade is predictability. A per-GB price depends on page weight, so run a sample crawl and read your invoice before you commit a large budget.

Standout features
  • Prepaid balance with no monthly reset
  • No multiplier for JavaScript rendering or proxy rotation
  • MIT-licensed Rust crawler you can run yourself
+Pros
  • ✓Failed requests cost $0
  • ✓Pay-as-you-go top-ups from $5, no subscription
  • ✓A flat Unlimited plan for steady, high-volume jobs
−Cons
  • ✗Cost per page depends on page weight, so budgets need a sample run
  • ✗The optional zero data retention setting bills requests at 2.5 times
  • ✗Unlimited excludes LinkedIn, Facebook and Google search jobs
Spider vs Firecrawl
CriterionSpiderFirecrawl
Billing unitGB + CPU minutesCredits per page
Unused balanceNever expiresResets monthly
Failed requests$0403/404 cost 1 credit
Verdict

Pick Spider if your crawls come in bursts and you hate paying for credits you never used. If your finance team wants a fixed monthly line per page, ScrapingBee or Crawl4AI Cloud is easier to forecast.

Try Spider →
7
Best for paying only for successes

Zyte

3.8/5

Zyte sells Zyte API: one endpoint that picks the proxies, browser and unblocking each site needs. It also offers automatic extraction, AI-powered for products, articles and job postings, and non-AI for search results and Markdown, so you can ask for a page as markdown without writing parsers.

The price is set per site, in five tiers from simple to advanced. On pay as you go, HTTP responses cost $0.13 to $1.27 per 1,000, and browser-rendered responses $1.01 to $16.08 per 1,000. A monthly commitment of $100 to $500 brings a 25% to 52% discount, down to $0.06 per 1,000 for the simplest HTTP tier. New accounts get $5 of free credit. You are only charged for successful responses: rate-limiting and failures are free.

Against Firecrawl, that billing rule is the reason to switch: a blocked page never costs you. Watch the ceiling, though. Pay as you go has a $100 monthly spending limit, and when you reach it your account is suspended until the next billing month, so a crawl can stop mid-run unless you move to a commitment plan.

Standout features
  • Charged only for successful responses
  • Price per site difficulty, in five tiers
  • Automatic extraction, including a non-AI Markdown output
+Pros
  • ✓Simple sites cost as little as $0.13 per 1,000 on pay as you go
  • ✓Unblocking is built into the same call
  • ✓Documented plugins for Scrapy and Scrapy Cloud users
−Cons
  • ✗Tiers are set automatically, and a new site starts on a temporary tier
  • ✗Hard rendered sites reach $16.08 per 1,000 on pay as you go
  • ✗The $100 monthly limit on pay as you go suspends the account when hit
Zyte vs Firecrawl
CriterionZyteFirecrawl
Failed requestsFree403/404 cost 1 credit
Price logicPer site tierSame credit for every page
Free start$5 credit1,000 credits/mo
Verdict

Pick Zyte if your targets are protected and you want blocks to cost nothing. If your sites are friendly and you mostly need markdown for a model, Crawl4AI or ScrapingBee is cheaper and quicker to set up.

Try Zyte →
At a glance

7 Firecrawl alternatives compared

The seven alternatives side by side, with the entry price each vendor lists. Firecrawl's own reference points: $19 a month for 5,000 credits on Hobby ($16 billed annually), 1 credit per basic page, 5 credits per page with JSON. The last column gives the real cost per 1,000 pages, which is the number that decides most switches. Spider bills by the gigabyte and Jina by the token, so their figures are estimates on a stated page size: weigh a sample of your own pages before you trust them.

Best forCost per 1,000 pagesFree planTeam sizeVisit
1Crawl4AIBest overall, and best open source$0 self-hosted; $0.50 browser pages on Starter4.3/5Free / $10/mo✓Python developers, AI teamsVisit →
2ApifyBest platform for production pipelines$0.2 (HTTP) to $5 (browser), by site4.2/5$19/mo + usage✓Teams with recurring crawlsVisit →
3Bright DataBest for blocked sites at scale$1.5 pay as you go (Fetch API)4.2/5$1.5/1k records✓Data teams, enterprisesVisit →
4Jina AI ReaderBest free one-page shortcutFree at 20 req/min; with a key, 10M free tokens cover about 5,000 pages of 2,000 tokens4.0/5Free✓Agent builders, prototypesVisit →
5ScrapingBeeBest like-for-like API at the same price$1.27 with JS; $6.33 with premium proxies3.9/5$19/mo—Developers, small teamsVisit →
6SpiderBest pay-per-GB pricingAbout $0.20 + CPU for 1,000 pages of 200 KB (0.2 GB); failures free3.9/5Pay as you go from $5—Engineers with bursty crawlsVisit →
7ZyteBest for paying only for successes$0.13 to $16.08, by site tier3.8/5$0.13/1k responses—Scrapy and data teamsVisit →

Prices in USD, billed monthly unless stated. Firecrawl for comparison: $3.80 per 1,000 basic pages on Hobby, $0.99 on Standard, $4.95 on Standard with JSON.

Is your tool missing from this page? Email us: hello@hackceleration.com

Reality check

Should you stay with Firecrawl?

Keep Firecrawl if…

  • You fit in 100,000 basic pages a month and Standard at $99 ($83 billed annually) is the budget: that is $0.99 per 1,000 pages.
  • You use search, scrape, crawl and map from one key, and one credit balance across endpoints keeps your code simple.
  • You run on Scale billed annually, where unused credits carry over for one month.
  • Your code already calls its Python or Node.js SDK, or your workflows run it through our Firecrawl and Make guide, the Zapier one or the Claude one, and your logs show few blocked pages.

Switch if…

  • You lose credits most months, or your crawls come in bursts: Spider's balance never resets.
  • You ask for JSON on every page and pay 5 credits each: Crawl4AI Cloud prices a browser page at 0.5 credit.
  • You want to self-host and need anti-bot handling, which Fire-engine does not bring to the open-source stack.
  • Your logs fill with 403s you still pay for: Zyte and Spider bill nothing for failures.
Buyer's guide

How to choose a Firecrawl alternative

Firecrawl belongs to a young category: web data APIs built for LLMs. They do three jobs that a classic scraper leaves to you. They fetch the page, often in a headless browser so that JavaScript-built content appears. They get past the site's defenses with rotating proxies, residential IPs and CAPTCHA handling. And they clean the result, removing menus, footers and cookie banners, then return markdown, plain text with headings and tables kept, or JSON that follows a schema you give. Crawling adds link discovery on top: start from one URL, follow links, return the whole site. Search endpoints, like Firecrawl's or Jina's s.jina.ai, start from a query instead of a URL.

Before you compare logos, decide what to demand. Ask for markdown that keeps headings and tables, a JavaScript rendering option you can switch off for cheap pages, a clear rule on failed requests, and an MCP server or SDK in your language. Then translate each vendor's unit into one number: the cost per 1,000 pages of the kind you scrape. Credits (Firecrawl, ScrapingBee, Crawl4AI Cloud) are a page price with multipliers for rendering, proxies or JSON. Compute units (Apify) bill memory and time, so heavy pages cost more. Records or requests (Bright Data, Zyte) are a price per result, sometimes per success only. Gigabytes (Spider) follow page weight. Tokens (Jina) follow the length of the text returned.

If you want to self-host

Crawl4AI under Apache-2.0 or Spider under MIT are the permissive options. Firecrawl's AGPL-3.0 asks you to share your changes if you serve a modified version over a network, and its self-hosted stack has no Fire-engine. Budget for proxies: the open-source libraries run with your settings and your own proxies.

If blocked pages are the problem

Go to a vendor that sells unblocking: Bright Data, Zyte, or ScrapingBee with premium proxies. Oxylabs, which several guides list, sells the same kind of proxy and scraper APIs; our Oxylabs switching guide covers it. Two names other guides add stay off this list. ScraperAPI is a general proxy and rendering API whose Hobby plan costs $49 a month for 100,000 credits, ground ScrapingBee covers from $19. Diffbot's paid plans start at $299 a month for 250,000 credits, a structured-extraction and Knowledge Graph platform priced for production teams rather than a Firecrawl swap.

If your agent needs search, not crawling

Search-first APIs like Exa or Tavily start from a query and return content from several sites. They replace Firecrawl's search endpoint, not its crawler. Jina's s.jina.ai does the same in a lighter way.

If you don't write code

These are developer APIs. A no-code visual tool such as Browse AI, or an automation platform calling Jina through our Jina AI node guide for n8n, gets you there without a script. ScrapeGraphAI goes the other way: you describe the data in a natural-language prompt and get JSON back.
  • Run the same 100 URLs from your real targets through two shortlisted tools and compare the markdown.
  • Convert every quota into a cost per 1,000 pages with the options you actually switch on.
  • Check what a 403, a 404 and a timeout cost you on each vendor.
  • Read whether unused credits expire at month end or when you cancel.
  • Check robots.txt handling and each site's terms before you crawl at scale.
FAQ · 9 questions

Firecrawl alternatives, the FAQ

  • Is there a free Firecrawl alternative?
    Yes, several. Crawl4AI is free if you host it yourself, and its Cloud has a free plan with 1,000 credits a month and no card. Jina Reader works without a key at 20 requests a minute. Apify's free plan gives $5 of usage every month, and Bright Data gives 5,000 free credits a month across its scraping APIs.
  • Is Crawl4AI really free for commercial use?
    Yes. The library and its Docker server are licensed under Apache 2.0, which allows commercial use, modification and embedding in a closed product. The project recommends attribution through its badges. You still pay for your own servers, browsers and any proxies or LLM calls you plug into it.
  • What happens to my Firecrawl credits if I cancel?
    Plan credits stop with the plan, and the credits you bought through pay-as-you-go go with them. Those bought credits normally stay on your account until you use them, but they expire if you cancel your subscription, so run your last crawls before you close the account.
  • How do I cap my Firecrawl bill before switching?
    Set a Monthly pay-as-you-go limit in your Billing settings. The limit rounds down to whole 5 USD increments (22 USD allows four), 0 turns pay-as-you-go off, and a blank field means no limit. Credits you buy yourself do not count toward that limit, so a manual top-up still goes through.
  • Which Firecrawl alternative plugs into LangChain or LlamaIndex for RAG?
    Apify's Website Content Crawler is built for it: it advertises integration with LangChain, LlamaIndex and the wider LLM ecosystem, and can add a summary field per page so your agent loads the short version first and the full markdown only for relevant pages, which saves context tokens. That summary is a paid add-on, off by default, at about $2-3 per 1,000 summarized pages.
  • Which Firecrawl alternatives have an MCP server?
    Crawl4AI, ScrapingBee, Bright Data and Apify all have one. Crawl4AI Cloud exposes its endpoint at api.crawl4ai.com/mcp, Apify's server at mcp.apify.com turns its Actors into agent tools, and Bright Data's MCP requests draw on the same 5,000 free monthly credits as its other APIs.
  • How do I move from Firecrawl to Crawl4AI without breaking my pipeline?
    Run both on the same URL list for a week and diff the markdown before you switch. Crawl4AI's Python call is short (an AsyncWebCrawler, then arun on the URL, then result.markdown), and its Cloud exposes an MCP endpoint at api.crawl4ai.com/mcp, so agents that used Firecrawl's MCP server can point to the new one.
  • Can these tools scrape Reddit, LinkedIn or Google results?
    It depends on the vendor and the plan. Spider's Unlimited plan explicitly excludes LinkedIn and Facebook automation and Google search, which run on its pay-as-you-go instead. Bright Data and Zyte sell dedicated SERP endpoints for search results. Always check each site's terms of service before you collect its data.
  • Is web scraping for an LLM legal?
    It depends on the site and the data more than on the tool you use. Public pages can still be covered by copyright, a site's terms of service or privacy law when they hold personal data. Spider follows robots.txt by default, with a per-request switch to turn it off: keep it on unless you have permission.
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