AI web scraping and crawling tools (2026)

Tools that turn websites into clean text or structured data for agents, from single pages to whole sites. Here are all 8 from the AgentScout directory.

How we picked and ranked: tools are matched by category, the pricing each maker states and what each tool says it does. They are ranked by GitHub stars as recorded on each listing (link checks 2026-10-18); tools without a tracked repo follow, by listing maturity. No paid placements.

1. C

   1. Crawl4AI

   browser/computer useOpen source★ 85,667 GitHub stars

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

   Pricing (as stated): Open source · Mature

2. A

   2. Apify MCP Server

   MCP & infraOpen source + cloud★ 11,578 GitHub stars

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

   Pricing (as stated): Open source + cloud · Mature

3. W

   3. Wigolo

   MCP & infraOpen source★ 5,479 GitHub stars

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

   Pricing (as stated): Open source · Mature

4. S

   4. Spider

   browser/computer useOpen source + cloud★ 2,784 GitHub stars

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

   Pricing (as stated): Open source + cloud · Active

5. B

   5. Bright Data MCP

   MCP & infraOpen source + cloud★ 2,678 GitHub stars

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

   Pricing (as stated): Open source + cloud · Active

6. S

   6. ScrapeGraph MCP

   MCP & infraOpen source★ 115 GitHub stars

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

   Pricing (as stated): Open source · Active

7. F

   7. Firecrawl

   researchOpen source + cloud

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

   Pricing (as stated): Open source + paid cloud · Mature

8. C

   8. Context.dev

   MCP & infraUsage-based

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

   Pricing (as stated): Usage-based · Active

FAQ

What are the best AI web scraping tools?

Ranked by tracked GitHub stars, the top AI web scraping tools in our directory are Crawl4AI, Apify MCP Server, Wigolo, Spider, Bright Data MCP. Stars measure popularity, not fit, so compare a few against your own task.

How many AI web scraping tools does AgentScout list?

8 tools match. This page shows the top 8. Pricing mix on this page: Open source + cloud (4), Open source (3), Usage-based (1).

How much do these tools cost?

Pricing is what each maker states on their site. Open-source tools are free to self-host but may need a paid model API key or offer paid cloud plans; freemium tools have a free plan with limits. Check each official site.

Where can I see every tool for scraping websites?

Our task page lists all 8 tools we match to scraping websites.

Related: All tools for scraping websites · MCP & infra (5) · browser/computer use (2) · research (1)

By role: For researchers · For data analysts

All popular searches · AI agents by role · Free tools

Best-of lists: Best MCP servers for Cursor · All best lists

Facts come from our directory listings; pricing is as each maker states it and can change. Check official sites before you choose.