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Best tools·Browser Automation Agents·Web Scraping

Best Browser Automation Agents for Web Scraping

10 Browser Automation Agents tools ranked by GitHub activity, community traction, and use‑case match — as of 2026-06-01.

Ranked by signal score (GitHub stars × 0.5 + PH votes × 0.3 + use-case tag match × 0.2). Data as of 2026-06-01. How we rank →

10 tools

  1. 01

    firecrawl

    firecrawl

    🔥 The API to search, scrape, and interact with the web for AI

    120,723Open-source
    Browser Automation AgentsWebsite →
  2. 02

    browser-use

    browser use

    🌐 Make websites accessible for AI agents. Automate tasks online with ease.

    94,219Open-source
    Browser Automation AgentsWebsite →
  3. 03

    ChromeDevTools

    chrome-devtools-mcp

    Chrome DevTools for coding agents

    42,451
    Browser Automation AgentsWebsite →
  4. 04

    bytedance

    UI-TARS-desktop

    The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

    35,820
    Browser Automation AgentsWebsite →
  5. 05

    ScrapeGraphAI

    Scrapegraph-ai

    Python scraper based on AI

    26,552Open-source
    Browser Automation AgentsWebsite →
  6. 06

    Skyvern-AI

    skyvern

    Automate browser based workflows with AI

    21,781Open-source
    Browser Automation AgentsWebsite →
  7. 07

    xpzouying

    xiaohongshu-mcp

    MCP for xiaohongshu.com

    13,899
    Browser Automation AgentsWebsite →
  8. 08

    nanobrowser

    nanobrowser

    Open-Source Chrome extension for AI-powered web automation. Run multi-agent workflows using your own LLM API key. Alternative to OpenAI Operator.

    13,064Open-source
    Browser Automation AgentsWebsite →
  9. 09

    firecrawl

    firecrawl-mcp-server

    🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.

    6,447
    Browser Automation AgentsWebsite →
  10. 10

    oxylabs

    ai crawler py

    Crawl a website starting from a URL, find relevant pages, and extract data – all guided by your natural language prompt.

    2,957
    Browser Automation AgentsWebsite →

How we chose

Signal score weights: GitHub stars (50%), ProductHunt votes (30%), use-case tag match (20%). Minimum 4 qualifying tools per page. Only tools in published state with ≥80% data completeness included.

Full methodology →

Related

Questions

What is the best Browser Automation Agents tool for Web Scraping?
Based on signal score, firecrawl leads this list with 120,723 GitHub stars. It is categorized under Browser Automation Agents.
How do these Browser Automation Agents tools compare on price?
firecrawl: Open-source. browser use: Open-source. Scrapegraph-ai: Open-source. skyvern: Open-source. nanobrowser: Open-source.
Which of these tools works best with Web Scraping?
Tools with the highest use-case tag match for Web Scraping in this list: firecrawl, browser use, chrome-devtools-mcp. Use-case match is one of three signals in our ranking; see the methodology link above for how it's weighted.
Are there open-source options in this list?
firecrawl (AGPL-3.0), browser use (MIT), chrome-devtools-mcp (Apache-2.0), UI-TARS-desktop (Apache-2.0), Scrapegraph-ai (MIT), skyvern (AGPL-3.0), nanobrowser (Apache-2.0), firecrawl-mcp-server (MIT).
How often is this list updated?
GitHub stats refresh weekly. ProductHunt votes refresh weekly. Pricing data refreshes daily. This page last verified 2026-06-01.