Production data platform vs. LLM markdown API
MrScraper vs Firecrawl
Great markdown is useless if the page comes back blocked. MrScraper returned data on 20 of 20 protected sites where Firecrawl was blocked on 3 — and adds an AI listing crawl, visual workflows and a built-in scheduler that turn one-off scrapes into a running pipeline.
MrScraper vs Firecrawl: Summary
MrScraper
Recommended- Best for
- Plain-English AI extraction on protected commerce, travel and real-estate sites, visual workflows, 60+ pre-configured marketplace agents and automated database pipelines
- Core value
- Complete AI scraping platform with unblocking, residential proxies and scheduling included at no surcharge
- Free tier
- Free ($0/mo) — 1,000 API tokens, 10 concurrent requests, no credit card required
Firecrawl
Competitor- Best for
- Converting public web pages into clean LLM-ready markdown for RAG pipelines and AI agents
- Core value
- A minimal developer surface — scrape, crawl, map, search — with transparent per-credit pricing
- Free tier
- Free ($0/mo) — 1,000 credits, 2 concurrent requests, low rate limits
MrScraper vs Firecrawl: Key differences
| Feature | MrScraper Recommended | Firecrawl |
|---|---|---|
| Free tier allowance | Free ($0/mo) 1,000 tokens, 10 concurrent | Free ($0/mo) 1,000 credits, 2 concurrent, low rate limits |
| Anti-bot and protected sites | Built for them Unblocking and residential proxies on every request | Best-effort Optimised for public, lightly-defended pages |
| Universal AI prompt extraction | Yes Plain-English prompts, structured JSON/CSV on any site | Partial Extract endpoint; you supply and maintain a schema |
| AI listing crawl | Yes One run: discover items, paginate, open each detail page, parse | No Map, Crawl and Extract are separate jobs you stitch together |
| Workflow builder | Yes Visual multi-step: log in, filter, scroll, paginate, extract | Interact endpoint Billed at 2 credits per browser-minute |
| Built-in cloud job scheduler | Yes Native cron, no extra metering | Monitor endpoint Billed 1 credit per page per check |
| Residential proxy network | 27.3M+ residential IPs at $2.5/GB 99.95% success rate, geo-targeting included | Managed internally Not exposed or configurable |
| Ready-to-use agents | 60+ pre-configured marketplace agents E-commerce, travel, SERP, real estate | No Every job starts from a URL you supply |
| Automated storage and database delivery | Direct to SQL, AWS S3, Webhooks, Zapier, n8n, Email | API response only Custom ingestion code required |
| Primary output | Structured JSON / CSV Ready for a database | Markdown / HTML Ready for an LLM context window |
| Concurrency at the entry paid tier | 50 concurrent Standard | 5 concurrent Hobby $16/mo, rising to 50 at Standard $83/mo |
| Developer and AI ecosystem | MCP Server, CLI, SDKs, REST API | MCP Server, CLI, SDKs, REST API |
Is something inaccurate? Send your suggestions.
Benchmark
- Success rate
- MrScraper 100% 20 of 20, averaging 32.76s per target
- Firecrawl 85% Averaging 40.67s per target
- Worst-case runtime
- MrScraper 73 seconds
- Firecrawl 240 seconds Lazada
Scope: 20 heavily protected e-commerce, travel and real-estate targets, including Amazon, Walmart, SHEIN, Tokopedia, Airbnb, Zillow and Tripadvisor. Figures published 28 July 2026 and measured by MrScraper.
Which one fits your work
Both tools are good at different things. Here is the honest split.
Choose MrScraper if you want
- To scrape commerce, travel and real-estate sites that actively block bots — including SHEIN and IndieHackers, where Firecrawl came back empty.
- Structured JSON or CSV for a database, not markdown for a context window.
- AI listing crawl, to turn a category or search page into a complete dataset in a single run instead of chaining map, crawl and extract yourself.
- Multi-step workflows — log in, filter, scroll, paginate — without being metered per browser-minute. Learn more
- A built-in scheduler with direct delivery to SQL, AWS S3, webhooks, Zapier or n8n, with no per-check credit meter and no external cron. Learn more
Choose Firecrawl if you want
- Clean, LLM-ready markdown from public documentation, blogs and content sites for a RAG index.
- A tiny developer surface — one endpoint per verb — dropped into an existing AI app.
- Simple per-credit pricing where crawling 100,000 public pages is the main cost driver.
- Built-in web search results alongside page content in the same API.
MrScraper is a game changer!
We're able to quickly and painlessly create automated scrapers across a variety of sites without worrying about getting blocked (loading JS, rotating proxies, etc.), scheduling, or scaling up when we want more data - all we need to do is open the site that we want to scrape in devtools, find the elements that we want to extract, and MrScraper takes care of the rest! Plus, since MrScraper's pricing is based on the size of the data that we're extracting it's quite cheap in comparison to most other services. I definitely recommend checking out MrScraper if you want to take the complexity out of scraping.
MrScraper vs Firecrawl: Frequently asked questions
Still stuck? Open a support ticket and a person will answer.
What is the main difference between MrScraper and Firecrawl?
Firecrawl is optimized for turning public web pages into markdown for LLMs when the page is not protected. MrScraper is a production data platform that bypasses anti-bot protection, returns database-ready structured JSON and CSV using plain-English AI prompts, and includes listing crawls, visual workflows, and scheduling.
How is AI Listing Crawl different from Firecrawl's crawl endpoint?
Firecrawl's crawl endpoint collects pages, but converting those pages into structured datasets requires additional processing. MrScraper's AI Listing Crawl automatically discovers listing pages, follows pagination, visits each detail page, and returns one consistent structured dataset in a single run.
Are multi-step browser interactions billed differently?
Yes. Firecrawl's interact endpoint is billed based on browser runtime, so longer sessions increase costs. MrScraper's visual Workflow builder is designed for multi-step scraping without requiring developers to manually manage browser interaction scripts.
Can I schedule recurring scrapes and push results to my database?
Yes. MrScraper includes a Scheduler that runs scrapers or workflows on a cron schedule and exports results directly to SQL databases, AWS S3, Webhooks, Zapier, n8n, or email. Firecrawl provides monitoring capabilities but returns data to your application for further processing.
Do both tools work with AI agents?
Yes. Both platforms provide an MCP server and SDKs. MrScraper also includes a CLI, Python and Node SDKs, LangChain and n8n integrations, and more than 60 pre-configured scraping agents that can be used without building custom scrapers.
Explore MrScraper
Compare MrScraper with other tools
Markdown is only half the job
Get structured data from every page — including the ones that block you.
What people think about
scraper
The mission to make data accessible to everyone is truly inspiring. With MrScraper, data scraping and automation are now easier than ever, giving users of all skill levels the ability to access valuable data. The AI-powered no-code tool simplifies the process, allowing you to extract data without needing technical skills. Plus, the integration with APIs and Zapier makes automation smooth and efficient, from data extraction to delivery.
I'm excited to see how MrScraper will change data access, making it simpler for businesses, researchers, and developers to unlock the full potential of their data. This tool can transform how we use data, saving time and resources while providing deeper insights.
Adnan Sher
Product Hunt user
This tool sounds fantastic! The white glove service being offered to everyone is incredibly generous. It's great to see such customer-focused support.
Harper Perez
Product Hunt user
MrScraper is a tool that helps you collect information from websites quickly and easily. Instead of fighting annoying captchas, MrScraper does the work for you. It can grab lots of data at once, saving you time and effort.
Jayesh Gohel
Product Hunt user
Now that I've set up and tested my first scraper, I'm really impressed. It was much easier than expected, and results worked out of the box, even on sites that are tough to scrape!
Kim Moser
Computer consultant
MrScraper sounds like an incredibly useful tool for anyone looking to gather data at scale without the frustration of captcha blockers. The ability to get and scrape any data you need efficiently and effectively is a game-changer.
Nicola Lanzillot
Product Hunt user
Support
Head over to our community where you can engage with us and our community directly.
Questions? Ask our team via live chat 24/5 or just poke us on our official Twitter or our founder. We're always happy to help.
