AI agents that help you collect data from websites

35 AI agents and agent tools that help you collect data from websites. Ranked by momentum this week, with setup difficulty for each.

In short

  • Gaining the most momentum this week: Lightpanda Browser, Agent Reach, and Noria.
  • Easiest to start with (nothing to install, or adds to an AI app you already use): Apify MCP server, Firecrawl MCP Server, and exa-mcp-server.
  1. #1

    Lightpanda Browser

    Lightpanda Browser is a headless browser that runs AI agents and automation scripts faster and with less memory than Chromium for developers and automation builders.

    Agent app Guided command-line setup Free and open source 40.7k GitHub stars

  2. #2

    Agent Reach

    Agent Reach is a command-line tool that lets an AI agent read and search login-only and Chinese platforms like Bilibili, Xiaohongshu, and Twitter for people who need that content.

    Skill or plugin Guided command-line setup Free and open source 108k GitHub stars

  3. #3

    Noria

    Noria is an agent app that finds jobs and scholarships from web pages and scores them against your profile, sending results to WhatsApp.

    Agent app Guided command-line setup Free and open source 4,571 GitHub stars

  4. #4

    treg

    treg is a registry that gives AI agents one token and one base URL to call many paid data and media tools, billed per call, for teams that do not want separate vendor accounts.

    Agent app Install a desktop app or browser extension Free tier plus paid plans 6,977 GitHub stars

  5. #5

    Apify MCP server

    Apify MCP server is a connector that lets AI agents scrape websites and pull data from social media, maps, and online stores for businesses and researchers.

    MCP server or connector Adds to an AI app you already use Free tier plus paid plans 14.3k GitHub stars

  6. #6

    ego lite

    ego lite is a browser that lets AI agents run web tasks in their own workspaces while you keep browsing, for people who want agents to use their logged-in sites.

    Agent app Install a desktop app or browser extension Free and open source 21.3k GitHub stars

  7. #7

    API Anything

    API Anything is an MCP server that turns websites without an API into callable operations for AI agents, so agents can skip the browser.

    MCP server or connector Guided command-line setup Free and open source 2,034 GitHub stars

  8. #8

    agent-browser

    agent-browser is a command-line tool that lets AI agents control a web browser to click, fill forms, and read pages for developers and automation builders.

    Agent app Guided command-line setup Free and open source 45.2k GitHub stars

  9. #9

    Google Maps Scraper Kit

    Google Maps Scraper Kit is a free local tool that exports business leads from Google Maps to CSV for outreach.

    Agent app Guided command-line setup Free and open source 2,128 GitHub stars

  10. #10

    anything2explainer

    anything2explainer is a skill that turns a topic or article into a narrated explainer video for people who want a finished video without filming or animating it themselves.

    Skill or plugin Guided command-line setup Free and open source 2,976 GitHub stars

  11. #11

    Obscura

    Obscura is a headless browser that lets AI agents and scrapers load and read web pages with a small footprint for developers.

    Agent app Guided command-line setup Free and open source 30k GitHub stars

  12. #12

    Google Maps Scraper

    Google Maps Scraper is a skill that collects business leads from Google Maps for sales and research.

    Skill or plugin Guided command-line setup Free and open source 7,173 GitHub stars

  13. #13

    Browser use

    A tool that lets Claude Code, Codex or Cursor use your own logged-in Chrome to browse, click, and download files for you.

    Skill or plugin Guided command-line setup Free and open source 18.8k GitHub stars

  14. #14

    a-stock-data

    a-stock-data is a skill file that gives AI coding assistants ready-made tools for pulling China A-share market data for investment research.

    Skill or plugin Guided command-line setup Free and open source 11.4k GitHub stars

  15. #15

    MinerU

    MinerU is a document parser that turns PDFs and Office files into clean markdown or JSON for AI workflows.

    Agent app Guided command-line setup Free and open source 83k GitHub stars

  16. #16

    kordoc

    kordoc is a command-line tool and MCP server that converts Korean documents (HWP, HWPX, PDF, Office files) to Markdown for people working with government and office paperwork.

    MCP server or connector Guided command-line setup Free and open source 2,887 GitHub stars

  17. #17

    Douyin_TikTok_Download_API

    Douyin_TikTok_Download_API is a self-hosted app that downloads TikTok and Douyin videos without watermarks and collects their data for you.

    Agent app Guided command-line setup Free and open source 21.1k GitHub stars

  18. #18

    xiaohongshu-mcp

    xiaohongshu-mcp is an MCP server that lets AI assistants search, read, and post on Xiaohongshu (Little Red Book) for users comfortable with setup.

    MCP server or connector Guided command-line setup Free and open source 16.7k GitHub stars

  19. #19

    OpenCLI

    OpenCLI is a command-line tool that lets AI agents and people run browser tasks on any website using their logged-in Chrome for automation-minded users.

    Agent app Guided command-line setup Free and open source 30.8k GitHub stars

  20. #20

    PinchTab

    PinchTab is a browser control server that lets AI agents drive Chrome for web research and browser tasks on your own machine.

    Agent app Guided command-line setup Free and open source 10.5k GitHub stars

  21. #21

    Firecrawl MCP Server

    Firecrawl MCP Server is a connector that lets AI apps search, scrape, and interact with live web pages for users who need clean web content.

    MCP server or connector Adds to an AI app you already use Free tier plus paid plans 7,751 GitHub stars

  22. #22

    Maxun

    Maxun is a web data platform that turns any website into a structured API for teams that need scraped data without writing code.

    Agent app Install a desktop app or browser extension Free and open source 18.1k GitHub stars

  23. #23

    Huginn

    Huginn is a self-hosted agent system that watches websites, feeds, and events and acts on them for you.

    Agent app Install a desktop app or browser extension Free and open source 50.3k GitHub stars

  24. #24

    web-access

    web-access is a skill that gives a local AI agent full web access, including a real browser, for multi-step research and browsing tasks.

    Skill or plugin Guided command-line setup Free and open source 9,318 GitHub stars

  25. #25

    Prowler

    Prowler is an open-source cloud security tool that scans cloud accounts for security and compliance gaps for security teams and IT staff.

    Agent app Guided command-line setup Free and open source 15.2k GitHub stars

  26. #26

    Skyvern

    Skyvern is a browser automation agent that completes multi-step web tasks using AI vision, so workflows keep working when websites change layout.

    Agent app Guided command-line setup Not stated 23.3k GitHub stars

  27. #27

    BettaFish

    BettaFish is a self-hosted multi-agent system that analyzes public opinion across social media platforms and writes research reports for business decisions.

    Agent app Guided command-line setup Free and open source 42.6k GitHub stars

  28.  

    Nanobrowser

    Nanobrowser is a Chrome extension that runs an AI agent in your own logged-in browser to carry out web tasks for you.

    Agent app Install a desktop app or browser extension Free tier plus paid plans 14.2k GitHub stars

  29.  

    BrowserAct Skills

    BrowserAct Skills is a browser automation tool that lets AI agents control a real browser for web scraping and multi-account tasks.

    Skill or plugin Install a desktop app or browser extension Free tier plus paid plans 6,303 GitHub stars

  30.  

    exa-mcp-server

    exa-mcp-server is a connector that lets AI apps search the web and read web pages for you.

    MCP server or connector Adds to an AI app you already use Free tier plus paid plans 5,208 GitHub stars

  31.  

    Stealth Browser MCP

    Stealth Browser MCP is an MCP server that lets AI apps control a real Chrome browser that avoids common bot checks, for developers and automation builders.

    MCP server or connector Guided command-line setup Free and open source 3,315 GitHub stars

  32.  

    webclaw

    webclaw is a web extraction tool that turns websites into clean markdown or JSON for AI agents and apps, usable from a terminal, MCP, or API.

    MCP server or connector Guided command-line setup Free and open source 2,421 GitHub stars

  33.  

    AKTools

    AKTools is an HTTP API and MCP server that gives AI assistants and programs access to AKShare's financial data for stock and market research.

    MCP server or connector Guided command-line setup Free and open source 1,541 GitHub stars

  34.  

    Unbrowse

    Unbrowse is a tool that lets AI agents call a website's own APIs directly instead of driving a browser, making web tasks faster and cheaper for agents.

    Agent app Adds to an AI app you already use Free tier plus paid plans 842 GitHub stars

  35.  

    EveryInfra MCP Server & Agent Plugin

    EveryInfra is an MCP server that lets AI agents read public data from TikTok, Amazon and other platforms for researchers and marketers.

    MCP server or connector Guided command-line setup Paid 211 GitHub stars

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