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Top Python Web Scrapers 2025

GitHub Libraries Python Web Scrapers

scrapy/scrapy 56K +1212

added 3 months ago

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

unclecode/crawl4ai 41K +1423

added 3 months ago

Crawl4AI: Open-source LLM Friendly Web Crawler & Scraper.

codelucas/newspaper 14K +23

added 3 months ago

newspaper3k is a news, full-text, and article metadata extraction for Python.

microsoft/playwright-python 13K +61

added 3 months ago

Python version of the Playwright testing and automation library.

seleniumbase/seleniumbase 11K +554

added 3 months ago

Python APIs for web automation, testing, and bypassing bot-detection.

mherrmann/helium 7K +48

added 3 months ago

Lighter web automation with Python

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