Crawl4AI - Web Crawler for AI

Crawl4AI - Web Crawler for AI

4.0

Crawl4AI is a web crawler designed for LLM applications. It efficiently extracts and structures data for AI training and analysis.

Last Updated Oct 21, 2026
Crawl4AI - Web Crawler for AI screenshot

About

Crawl4AI is an open-source web crawler and data extraction tool purpose-built for large language model (LLM) applications. It tackles the common pain points of traditional scraping tools, such as inefficient data cleaning, unstructured output, and poor compatibility with AI pipelines. With a clean API design and a powerful parsing engine, Crawl4AI quickly transforms any webpage into clean text or structured data that LLMs can consume directly. It helps developers, data scientists, and AI researchers dramatically improve the speed and quality of data acquisition and preprocessing.

Key Features

Smart content extraction: Automatically identifies and removes ads, navigation bars, footers, and other irrelevant elements to precisely extract core content such as article body text, headings, and lists.
Multi-format output: Supports plain text, Markdown, JSON, and HTML fragments, seamlessly matching the input requirements of different LLMs.
Dynamic page crawling: Built-in headless browser support renders JavaScript-generated content, covering single-page applications (SPAs) and complex interactive pages.
Batch and scheduling: Supports concurrent crawling of multiple URLs, custom request intervals, retry mechanisms, and incremental updates for large-scale data collection.
LLM-friendly preprocessing: Offers tokenization, summarization, and semantic chunking to directly produce corpus segments suitable for embedding or fine-tuning.

Pricing & Fees

  • Pricing: Hosted API plans start at $10/month (Starter: 10,000 credits, 120 requests/minute, 10 concurrent), with Builder at $99 and Scale at $499 per month; the self-hosted open-source version is free.
  • Free tier: A free API key includes 1,000 credits per month, at 10 requests per minute and 2 concurrent requests.
  • Credits: Extra credits purchased on a paid plan never expire; a live price table is available via the /v1/prices endpoint.
  • License: The open-source crawler is licensed under Apache-2.0 (older releases under MIT) with no commercial restrictions.
  • API access: One key works across /scrape, /extract, /search, /serp, and /answer endpoints, plus MCP integration with Claude Code, Codex, Cursor, and other agents, served from EU, Singapore, and US regions.

Who It's For

Crawl4AI is especially well-suited for AI and LLM developers who need large volumes of clean, structured web data for model training, fine-tuning, or knowledge base construction. It also serves data scientists and analysts who want to quickly aggregate information from multiple websites for trend analysis or competitive research, as well as researchers extracting text data from academic sites, news portals, or social media. Additionally, automation engineers and content operations teams can use it to monitor webpage updates, scrape product information, or aggregate industry news on a regular basis.