web scraping / crawling / LLM data extraction
Firecrawl is an open-source API service for searching, scraping, and extracting web content at scale, with JavaScript rendering and proxy orchestration, converting pages to clean Markdown or structured JSON for LLMs/AI agents.
Same problem, same approach. Swapping one for another is a config change, not a rewrite.
Choose when you want a local-first Rust CLI/REST API/MCP extraction service and prefer a self-contained binary over a hosted platform.
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
Choose when you want a self-hosted Go scraping API that outputs clean markdown/JSON with anti-detect browser and proxy auto-selection.
Open-source web scraping API. Turn any website into clean markdown or structured JSON. Anti-detect browser, proxy auto-selection, self-hosted. One command: make up
Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.
Choose when you want a Python-native adaptive scraping library with anti-bot handling, rather than calling an external API.
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
Choose when you need Python-native LLM-guided extraction that can use local models, avoiding a hosted API.
Python scraper based on AI
Choose when you want a lightweight Go scraping/crawling framework in-process, without JavaScript rendering.
Elegant Scraper and Crawler Framework for Golang
Choose when you want a TypeScript/Node crawler with built-in multi-threading and SERP extraction instead of an HTTP API.
AnyCrawl 🚀: A Node.js/TypeScript crawler that turns websites into LLM-ready data and extracts structured SERP results from Google/Bing/Baidu/etc. Native multi-threading for bulk processing.
Choose when you need a PHP scraping/crawling framework to embed in existing PHP applications.
:spider: The progressive PHP crawler framework! 优雅的渐进式PHP采集框架。
Choose when you need a high-performance async Rust spider library for LLM/AI data pipelines.
Get web data for AI agents and LLMs - fast, efficient, and reliable with Rust
Choose when you prefer Oxylabs' hosted AI scraping/crawling API and want a Python SDK.
Structured data gathering from any website using AI-powered scraper, crawler, and browser automation. Scraping and crawling with natural language prompts. Equip your LLM agents with fresh data. AI Studio python SDK for intelligent web data gathering.
Choose when you want a lightweight Python library that auto-learns scraping rules from examples instead of using a full API.
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
Choose when you want Bright Data's web access through a Model Context Protocol server rather than Firecrawl's API.
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
Choose when you want Oxylabs' natural-language-guided crawling from a Python library.
Crawl a website starting from a URL, find relevant pages, and extract data – all guided by your natural language prompt.
Choose when you need a Python/CLI text and metadata extraction tool for static pages, without JavaScript rendering or an API.
Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML
Choose when you want a mature Java crawler framework with SPI extensibility.
A scalable web crawler framework for Java.
Choose when you want a battle-tested Node.js crawling library with headless browser support for building custom crawlers.
Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.
Choose when you want a battle-tested Python crawling library with headless browser support for building custom crawlers.
Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.
An earlier or more limited way to do the job. Still the right call when you need something small, proven, or CPU-only.
Choose when you only need Google AI Mode results at scale and are already using Oxylabs.
Scrape Google AI Mode responses without blocks on a large scale.
Choose when you only need Google Maps place data and want a lightweight Go tool.
scrape data from Google Maps. Extracts data such as the name, address, phone number, website URL, rating, reviews number, latitude and longitude, reviews,email and more for each place
Choose when you only need public Facebook page scraping in Python without an API key.
Scrape Facebook public pages without an API key
Choose when your scraping goal is specifically recipe data from many sites, in Python.
Python package for scraping recipes data
Choose when you only need Twitter/X data scraping from Python without an API key.
Twitter API Scraper | Without an API key | Twitter Internal API | Free | Twitter scraper | Twitter Bot
Does the same job, but ships as an app. Useful to a person, not swappable into a codebase.
Choose when you want an LLM-powered desktop/CLI scraping tool for interactive use, not a programmatic API.
A Powerful web scraper powered by LLM | OpenAI, Gemini & Ollama
Choose when you want a terminal client for Bright Data's scraping service instead of writing code against Firecrawl.
Official Bright Data CLI - scrape, search, and extract structured web data directly from your terminal.
Choose when you want a simple self-hosted web scraper with a web UI, though it is now archived.
Self-hosted webscraper.
These projects were analysed and named firecrawl among their alternatives. The relationship is not symmetric — how firecrawl rates them is a separate judgement, made when firecrawl is analysed in its own right.
calls firecrawl “Choose when you prefer a scalable hosted/self-hosted API service for AI extraction rather than embedding a Python library.”
Python scraper based on AI
calls firecrawl “Choose when you need an API-first scraping service with search and interact endpoints instead of a visual no-code builder.”
🔥 The open-source no-code platform for web scraping, crawling, search and AI data extraction • Turn websites into structured APIs in minutes 🔥
calls firecrawl “Use when you need text-based web scraping/search for LLM context rather than pixel-based visual retrieval.”
The end of web parsing. The beginning of scalable pixel-native search. link: https://pixelrag.ai/
calls firecrawl “Use when you want a scalable self-hosted/cloud API for scraping and converting websites to markdown/structured data.”
Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML
calls firecrawl “when you want an open-source, self-hostable scraping/search API instead of Bright Data's paid proxy network”
Official Bright Data CLI - scrape, search, and extract structured web data directly from your terminal.
calls firecrawl “Choose when you prefer a managed API service with JS rendering, but it's AGPL and heavier than a self-contained Go library.”
Extract structured data from web sites. Web sites scraping.
calls firecrawl “Choose when you want a deployable scraping API endpoint rather than embedding a library.”
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
calls firecrawl “Choose when you want a hosted or self-hosted scraping API rather than maintaining crawler code yourself.”
Scrapy, a fast high-level web crawling & scraping framework for Python.
calls firecrawl “Choose when you want a self-hostable scraping API instead of embedding a library in your own application.”
Elegant Scraper and Crawler Framework for Golang
calls firecrawl “Choose for a managed/self-hosted scraping API; not a Node library.”
Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation.
calls firecrawl “Choose it when you want a full-featured scraping API platform rather than an embedded framework.”
A scalable web crawler framework for Java.
calls firecrawl “Choose when you want a hosted scraping API with search and crawl endpoints at scale, rather than self-managing a crawler.”
Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.
calls firecrawl “Choose it for a self-hosted scraping/crawling API with markdown output, if you'd rather run a service than code.”
A Smart, Automatic, Fast and Lightweight Web Scraper for Python
calls firecrawl “Choose when you prefer a self-hosted or managed scraping API over embedding a library.”
Turn any webpage into structured data using LLMs