AgentScout / Tasks / Scraping websites

Best AI agents for scraping websites (2026)

Tools that turn websites into clean data or text an agent can use, from single pages to whole sites. We list 8 tools for scraping websites below, each with a link-checked page, pricing as the maker states it and alternatives.

Crawl4AI

Newbrowser/computer useOpen source

Open-source crawler that turns websites into clean, LLM-ready Markdown for agents and RAG pipelines.

Apify MCP Server

NewMCP & infraOpen source + cloud

Apify's MCP server giving agents access to thousands of scrapers for social media, search and maps.

Wigolo

NewMCP & infraOpen source

Local-first web search, fetch and crawl for coding agents over MCP, with no API keys.

Spider

Newbrowser/computer useOpen source + cloud

Fast Rust web crawler for collecting data for agents and LLMs.

Bright Data MCP

NewMCP & infraOpen source + cloud

Bright Data's MCP server for web search, scraping and browsing.

ScrapeGraph MCP

NewMCP & infraOpen source

ScrapeGraphAI's MCP server for AI-powered web scraping.

Context.dev

NewMCP & infraUsage-based

Web data API for AI agents that scrapes pages to Markdown, searches the web and crawls sites.

Firecrawl

NewresearchOpen source + cloud

Turns websites into clean, LLM-ready data for agents.

Tools are matched to tasks by category, use cases and what each tool says it does. Missing one? Submit it free.