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 19 tools for scraping websites below, each with a link-checked page, pricing as the maker states it and alternatives.
Updated
19 tools: 12 open source, 4 free or freemium, 2 paid, usage-based or enterprise, 1 pricing on the maker's site.
Treg
Single endpoint and token that lets agents call a catalog of third-party APIs for SEO, social data, enrichment, scraping and media generation, priced per call.
Added
Monid
Gateway that gives an agent one base URL and one key to call thousands of paid tools, from web scraping and enrichment to image and voice generation, billed per call.
Added
Scout (Outcrawl)
Open-source browser agent from Outcrawl that opens a real browser and clicks, types and reads pages to finish a task you describe.
Added
XCrawl
XCrawl is a web scraping, crawling and SERP API that returns clean JSON, Markdown or screenshots in one request, with agent skills for plugging it into AI agents; free trial with no card.
Added
Scrapling
Python web-scraping framework with fast HTTP requests, stealth browsers, adaptive parsing and concurrent crawling, plus an MCP server for agents.
Added
ScrapeGraphAI
Python library that uses LLMs and graph logic to build scraping pipelines: describe the data you want and it extracts it from websites or documents.
Added
Moli
Lightweight Rust headless browser for AI agents that fetches pages, searches and extracts content, usable via CLI, CDP or WebDriver.
Added
Apify
Marketplace of thousands of ready-to-run scrapers and automation tools ("Actors") for real-time web data, usable from apps and AI agents, including via MCP.
Added
Bardeen
Lead-sourcing tool with an agentic web scraper that finds, qualifies and enriches prospects for outreach.
Added
BrowserAct
No-code builder for reusable AI web scrapers that collect structured data and connect it to apps, workflows and agents.
Added
Kadoa
AI agents that build, monitor and maintain web data pipelines producing verified datasets for investors.
Added
Crawl4AI
Open-source crawler that turns websites into clean, LLM-ready Markdown for agents and RAG pipelines.
Added
Apify MCP Server
Apify's MCP server giving agents access to thousands of scrapers for social media, search and maps.
Added
Wigolo
Local-first web search, fetch and crawl for coding agents over MCP, with no API keys.
Added
Spider
Fast Rust web crawler for collecting data for agents and LLMs.
Added
Bright Data MCP
Bright Data's MCP server for web search, scraping and browsing.
Added
ScrapeGraph MCP
ScrapeGraphAI's MCP server for AI-powered web scraping.
Added
Context.dev
Web data API for AI agents that scrapes pages to Markdown, searches the web and crawls sites.
Added
Firecrawl
Turns websites into clean, LLM-ready data for agents.
Added
GitHub repos (13)
| Repo | GitHub stars | Licence | Last push |
|---|---|---|---|
| Scrapling ↗ | 88,372 | BSD 3-Clause | 2026-10-21 |
| Crawl4AI ↗ | 85,667 | Apache License 2.0 | 2026-10-20 |
| ScrapeGraphAI ↗ | 31,882 | MIT | 2026-10-06 |
| Moli ↗ | 19,349 | — | 2026-10-21 |
| Apify MCP Server ↗ | 11,578 | MIT | 2026-10-20 |
| Treg ↗ | 5,806 | — | 2026-10-21 |
| Wigolo ↗ | 5,479 | GNU AGPL v3.0 | 2026-09-27 |
| Monid ↗ | 5,298 | — | 2026-10-16 |
| Spider ↗ | 2,784 | MIT | 2026-10-20 |
| Bright Data MCP ↗ | 2,678 | MIT | 2026-10-20 |
| Scout (Outcrawl) ↗ | 948 | — | 2026-10-21 |
| XCrawl ↗ | 450 | — | 2026-03-20 |
| ScrapeGraph MCP ↗ | 115 | MIT | 2026-07-17 |
13 repos. Stars and licence come from each repo, checked when the listing was last verified.
Related tasks
Popular with: Researchers · Data analysts · Data engineers
Tools are matched to tasks by category, use cases and what each tool says it does. Missing one? Submit it free.