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Python Web scraping repositories on GitHub: 28 ranked by stars

28 public Python repositories tagged Web scraping are on GitHub, with 356,055 stars between them; 10 had a push in the last 30 days. The most starred: D4Vinci/Scrapling (86,357), unclecode/crawl4ai (85,530), scrapy/scrapy (64,433).

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Every repository, most starred first

RepositoryWhat it isStarsForksLicenseLast pushRead
D4Vinci/ScraplingAn adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!86,3578,855BSD-3-ClauseOct 8Oct 8
unclecode/crawl4aiOpen-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key.85,5308,879Apache-2.0Oct 14Oct 14
scrapy/scrapyScrapy, a fast high-level web crawling & scraping framework for Python.64,43311,969BSD-3-ClauseSep 21Sep 21
ScrapeGraphAI/Scrapegraph-aiPython scraper based on AI31,6233,221MITOct 6Oct 8
Evil0ctal/Douyin_TikTok_Download_API抖音、TikTok 数据采集与无水印视频下载 API,自托管,支持 MCP 调用与 Docker 一键部署。| Self-hosted TikTok & Douyin scraper and no-watermark video downloader — async REST API, MCP server, CLI and web console for…20,6372,881Apache-2.0Oct 2Oct 14
yusufkaraaslan/Skill_SeekersConvert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection15,1461,552MITSep 30Oct 14
seleniumbase/SeleniumBaseBrowser automation, web scraping, and testing. CDP Mode provides a Stealthy Chromium instance that bypasses bot-detection systems. Includes an MCP server.13,0311,588MITSep 18Sep 21
apify/crawlee-pythonCrawlee—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…9,542809Apache-2.0Sep 21Sep 21
alirezamika/autoscraperA Smart, Automatic, Fast and Lightweight Web Scraper for Python7,990827MITJul 29Sep 21
adbar/trafilaturaPython & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML6,845433Apache-2.0Sep 21Sep 21
feder-cr/invisible_playwright_mcpPlaywright MCP server undetected by anti-bots and captchas: AI agent browses the web on anti-detect stealth Firefox, Python, undetected browser automation, scraping, computer use.2,752447MITOct 13Oct 15
lorien/grabWeb Scraping Framework2,464274MITSep 19, 2025Sep 21
vibheksoni/stealth-browser-mcpStealth browser automation for AI agents over MCP and the Chrome DevTools Protocol: navigation, network hooks, DOM extraction, and pixel-accurate UI cloning.2,223302MITOct 12Oct 14
tinyfish-io/agentqlAgentQL is a suite of tools for connecting your AI to the web. Featuring a query language and Playwright integrations for interacting with elements and extracting data quickly…1,464171MITSep 18Sep 21
scrapfly/scrapfly-scrapersScalable Python web scraping scripts for +40 popular domains1,083205Sep 18Sep 21
runesleo/x-readerUniversal content reader MCP Server for 10+ platforms96794MITOct 14Oct 14
je-suis-tm/web-scrapingDetailed web scraping tutorials for dummies with financial data crawlers on Reddit WallStreetBets, CME (both options and futures), US Treasury, CFTC, LME, MacroTrends, SHFE and…911190Apache-2.0Feb 1, 2022Sep 21
ScrapeGraphAI/scrapecraftAI-powered web scraping editor with visual workflow builder. Build, test & deploy web scrapers using natural language. Powered by ScrapeGraphAI & LangGraph.699112MITDec 26, 2025Sep 21
jpjacobpadilla/Stealth-RequestsUndetected web-scraping & seamless HTML parsing in Python!56457MITSep 19Sep 21
lkuffo/web-scrapingMás de 50 ejemplos de web scraping utilizando: Requests | Scrapy | Selenium | LXML | BeautifulSoup393213GPL-3.0Oct 20, 2025Sep 21
walissonsilva/web-scraping-pythonRepositório com o conteúdo (slides, exemplos, códigos) da série de vídeos no YouTube sobre Web Scraping com Python.32455Jul 13, 2021Sep 21
oxylabs/Python-Web-Scraping-TutorialIn this Python Web Scraping Tutorial, we will outline everything needed to get started with web scraping. We will begin with simple examples and move on to relatively more complex.30535Sep 24, 2025Sep 21
nuhmanpk/WebScrapperPowerful Telegram bot for web scraping and crawling. Fast, easy, and loved by thousands!211116MITMar 19Sep 21
chienbm98/foxprofileFree, open-source anti-detect browser profile manager: per-profile fingerprint, cookies and proxy, Camoufox and Chrome engines, desktop app, REST API and MCP server for AI agents.…15170MITOct 14Oct 21
codingforentrepreneurs/Web-ScrapingLearn how to leverage Python's amazing tools to scrape data from other websites. The end goal of this course is to scrape blogs to analyze trending keywords and phrases. We'll be…11765MITDec 14, 2018Sep 21
sadiuysal/crawl4ai-mcp-serverA lightweight Model Context Protocol (MCP) server that exposes Crawl4AI web scraping and crawling capabilities as tools for AI agents. Similar to Firecrawl's API but self-hosted…11522MITFeb 6Oct 14
Sharan-Kumar-R/Custom-MCP-ServerMCP server for scraping LinkedIn, Facebook, Instagram profiles and Google search.9876Jun 27, 2025Oct 14
RayenMlayeh/jevcrawlMCP server and CLI that crawls websites for AI agents: finds the answer page 2x more often than Crawl4AI, 10x cheaper per answer than letting Claude crawl.807Apache-2.0Oct 15Oct 21

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Every Web scraping repository

Read from GitHub by SpecStream between September 21, 2026 and October 21, 2026; each row shows the day its repository was read. Stars and pushes change every day, and the GitHub page is the current one. Forks and archived repositories are left out.