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Category Guide 2026-04-10

Top 10 Web & Scraping Agents in 2026

🌐 Looking for the best web & scraping agents? We ranked all 116 agents in the Web & Scraping category by GitHub stars and community trust. Here are the top 10.

Top 10 Web & Scraping Agents

  1. browser-use (78,000 stars, trust 91) — Make AI agents interact with any website
  2. Crawl4AI (36,000 stars, trust 83) — Open-source LLM-friendly web crawler and scraper
  3. Scrapling (34,780 stars, trust 77) — 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
  4. Chrome Devtools Mcp (33,343 stars, trust 77) — Chrome DevTools for coding agents
  5. Chrome Devtools Mcp (33,343 stars, trust 77) — Chrome DevTools for coding agents
  6. Ui Tars Desktop (29,287 stars, trust 76) — The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
  7. Lightpanda (27,311 stars, trust 75) — The headless browser designed for AI agents and web automation
  8. Gpt Researcher (26,261 stars, trust 75) — An autonomous agent that conducts deep research on any data using any LLM providers
  9. Firecrawl (25,000 stars, trust 82) — Turn entire websites into LLM-ready markdown
  10. ScrapeGraphAI (18,000 stars, trust 81) — AI-powered web scraping with knowledge graphs

How We Rank

Rankings are based on real signals: GitHub stars, download counts, update frequency, and community adoption. Each agent gets a trust score from 0-100 reflecting these factors.

Browse all 116 web & scraping agents or compare any two side-by-side.

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