Best Open-source Web Scraping & Crawling tools

Scrapy

Fast, high-level Python framework for web crawling and scraping

Crawlee

Build fast, human-like web scrapers with a single library

Firecrawl

Turn any website into clean, LLM‑ready data instantly

Scrapling

Adaptive web scraping that survives site changes effortlessly

Apache Nutch

Scalable, extensible Java web crawler for large‑scale data collection

Maxun

Train a web‑scraping robot in minutes, no code required

AnyCrawl

High-performance web, site, and SERP crawler with AI extraction

ChangeDetection.io

Real-time website change monitoring with instant multi-channel alerts

Katana

Fast, configurable web crawler with headless and JavaScript support

LLM Scraper

Extract structured data from any webpage using LLMs

Crawl4AI

Turn the web into clean, LLM-ready Markdown instantly

AutoScraper

Automatic, fast, lightweight web scraper that learns from examples

ScrapeGraphAI

LLM‑powered web scraping pipelines in just five lines of code

Colly

Fast, elegant web scraping framework for Go developers

WebMagic

Scalable Java crawler framework with flexible API and annotations