The best open-source scrapers for AI (2026)

Self-hostable crawlers and extraction libraries for teams that want full control over their data pipeline.

Tool	Best for	From	Link
1 Firecrawl AI extraction API	Developers building LLM/RAG apps or agents who want clean markdown or JSON from any URL with minimal setup.	$19/mo	Visit
2 Apify Scraping API	Teams that want a ready-made scraper for a popular site (Google Maps, Amazon, social media) or a platform to host their own.	$19/mo	Visit
3 Crawl4AI Open source	Python developers who want a free, self-hosted crawler for RAG/agent pipelines and full control over the stack.	$10/mo	Visit
4 ScrapeGraphAI AI extraction API	Developers who want prompt-based structured extraction with the option to self-host the open-source library.	$20/mo	Visit
5 Jina Reader AI extraction API	Developers who need the fastest, cheapest way to feed a single web page to an LLM.	Prepaid tokens	Visit

1. Firecrawl

From $19/mo

Turns any website into LLM-ready markdown or schema-based JSON through one API. Best for: Developers building LLM/RAG apps or agents who want clean markdown or JSON from any URL with minimal setup.

Scrape, crawl, map and search endpoints
Clean markdown output for LLMs
LLM-based JSON extraction with a schema or prompt
Agent endpoint (preview) and browser interact sessions

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2. Apify

From $19/mo

A cloud platform and marketplace of thousands of ready-made scrapers (Actors) you can run or build. Best for: Teams that want a ready-made scraper for a popular site (Google Maps, Amazon, social media) or a platform to host their own.

Apify Store with thousands of prebuilt scrapers (Actors)
Build and deploy your own Actors (Crawlee, JS/Python)
Built-in proxy, scheduling, storage and webhooks
Official MCP server exposing Actors to AI agents

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3. Crawl4AI

From $10/mo

Popular open-source Python crawler that outputs LLM-ready markdown and structured data. Best for: Python developers who want a free, self-hosted crawler for RAG/agent pipelines and full control over the stack.

LLM extraction via any LiteLLM provider, plus CSS/XPath/regex
Clean and 'fit' markdown output
Playwright browser control, stealth, sessions, proxies
Deep crawling strategies (BFS/DFS/best-first)

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4. ScrapeGraphAI

From $20/mo

Prompt-driven LLM scraping, available as an MIT open-source library and a hosted API. Best for: Developers who want prompt-based structured extraction with the option to self-host the open-source library.

Describe what you want in natural language, get JSON
Open-source Python library (MIT) with graph-based pipelines
Hosted API v2 with extract, crawl and search
Official MCP server (mcp.scrapegraphai.com)

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5. Jina Reader

From Prepaid tokens

Prefix any URL with r.jina.ai to get clean, LLM-friendly markdown instantly. Best for: Developers who need the fastest, cheapest way to feed a single web page to an LLM.

Zero-setup: r.jina.ai/<url> returns markdown
s.jina.ai search-and-read endpoint
Image captioning and PDF reading
JSON output and CSS-selector targeting via headers

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