AI agent tools for data extraction
Short answer: Our top pick for data extraction: Firecrawl, with the highest AgentPick Score (94/100) among tools tagged "data-extraction". Runners-up: Crawl4AI (91) and Stagehand (86). Compare what each does, its license and how recently it was updated below.
| # | Tool | What it does | Score | Stars | License | Updated |
|---|---|---|---|---|---|---|
| #1 | Firecrawl | Supercharge your AI agents with data from the web and beyond. Building the library for superintelligence. 🔥 | 94/100 | ★ 192k | AGPL-3.0 | 14 Oct 2026 |
| #2 | Crawl4AI | Open-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with on… | 91/100 | ★ 86k | Apache-2.0 | 14 Oct 2026 |
| #3 | Stagehand | The SDK to extract data and interact with any site on the web. Get started with Claude Code, Codex, Eve, Mastra, and more. | 86/100 | ★ 26k | MIT | 14 Oct 2026 |
| #4 | Scrapling | 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.g… | 84/100 | ★ 88k | BSD-3-Clause | 14 Oct 2026 |
| #5 | brightdata-mcp | A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access. | 74/100 | ★ 2.7k | MIT | 14 Oct 2026 |
| #6 | crw | Fast, lightweight Firecrawl/Tavily alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible … | 66/100 | ★ 1.1k | AGPL-3.0 | 14 Oct 2026 |
| #7 | reader | Open source web infrastructure for AI. Scrape, crawl, and automate the web, clean markdown, browser sessions, ready for your agents. | 58/100 | ★ 557 | Apache-2.0 | 6 Oct 2026 |
| #8 | skills | Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task executio… | 42/100 | ★ 6.1k | MIT | 24 Aug 2026 |
Source: each project's public GitHub repository (description, stars, license, last push). Listed tools aren't tested or ranked by AgentPick.
How to choose
- Grant the narrowest permissions the server allows.
- Check whether it runs locally or calls a remote service.
- Prefer servers listed in the official MCP registry.
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