[opensourcedex]

best-of ranking · updated nightly

Best Open Source Data Extraction & Web Scraping Tools

Ranked by GitHub stars — actual adoption, not editorial taste. All 10 are free, open source and self-hostable; license and last activity on every entry.

  1. 1
    Crawl4AI ★ 84K

    LLM-ready web crawler built for AI data pipelines

    Apache-2.0 Python pushed 2026-09-16 details →
  2. 2
    Scrapling ★ 82K

    🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDce

    BSD-3-Clause Python pushed 2026-09-14 details →
  3. 3
    scrapy ★ 64K

    Scrapy, a fast high-level web crawling & scraping framework for Python.

    BSD-3-Clause Python pushed 2026-09-17 details →
  4. 4
    EasySpider ★ 45K

    A visual no-code/code-free web crawler/spider易采集：一个可视化浏览器自动化测试/数据采集/网页爬虫软件，可以无代码图形化的设计和执行爬虫任务。别名：ServiceWrapper面向Web应用的智能化服务封装系统。

    AGPL-3.0 JavaScript pushed 2026-09-17 details →
  5. 5
    changedetection.io ★ 34K

    Best and simplest tool for website change detection, web page monitoring, and website change alerts. Perfect for tracking content changes, price drops, restock

    Apache-2.0 Python pushed 2026-09-17 details →
  6. 6
    lux ★ 32K

    👾 Fast and simple video download library and CLI tool written in Go

    MIT Go pushed 2026-03-29 details →
  7. 7
    CloakBrowser ★ 32K

    Stealth Chromium that passes every bot detection test. Drop-in Playwright replacement with source-level fingerprint patches. 30/30 tests passed.

    MIT Python pushed 2026-09-13 details →
  8. 8
    Scrapegraph-ai ★ 31K

    Python scraper based on AI

    MIT Python pushed 2026-09-07 details →
  9. 9
    crawlee ★ 26K

    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 G

    Apache-2.0 TypeScript pushed 2026-09-17 details →
  10. 10
    colly ★ 26K

    Elegant Scraper and Crawler Framework for Golang

    Apache-2.0 Go pushed 2026-09-16 details →
method stars desc · snapshot from github api refresh nightly related Business Intelligence & Reporting, Data Warehousing & Processing, Data Engineering & Integration, Web & Product Analytics

Related best-of lists

best Business Intelligence & Reporting →best Data Warehousing & Processing →best Data Engineering & Integration →best Web & Product Analytics →

last updated nightly · ranking method: github stars, live-tracked

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Frequently asked questions

What is the best open source Data Extraction & Web Scraping tool in 2026?

Crawl4AI leads the ranking with 83,747 GitHub stars, ahead of Scrapling. Rankings use live GitHub star counts, refreshed nightly.

How is this list of Data Extraction & Web Scraping tools ranked?

By GitHub stars — a proxy for adoption and community size. Each entry also shows its licence, primary language and last commit date, so you can judge maintenance activity rather than trusting the ranking alone.

Are the best Data Extraction & Web Scraping tools free?

Every project on this list is open source and free to self-host. Some also offer paid managed hosting, but the software itself carries no licence fee.