By use case · Data for AI agents
Scrape data for AI agents in a single API call
AI agents need to read the live web, but raw HTML is something a model cannot reliably act on. To scrape data for AI agents, you want a tool that returns clean, structured results an agent can parse in one step. ClawEngine is that tool: one call crawls, renders and extracts a public page into markdown or typed JSON.
Wire it into your agent as a function and it gets accurate, current data, product details, article content, documentation, whatever the task needs, without your agent wrestling with markup. The simple request and response shape fits naturally into tool-calling. ClawEngine works on public, permitted pages only, respects robots.txt and Terms of Service, and honors crawl-delay.
Clean markdown & JSON · JavaScript rendered · robots.txt respected
Hit Extract to turn this page into clean, LLM-ready data.
robots.txt respected · public data only
Any URL in LLM-ready data out
robots.txt respected public data only
Why it works
What you get with data for ai agents
A clean agent tool
One call returns markdown or typed JSON, so your agent reads structured results in a single step instead of parsing raw HTML mid-task.
Current, real data
ClawEngine fetches and renders the live page, so agents act on up-to-date content rather than whatever was in their training data.
Fits tool-calling
The simple request and response shape maps cleanly to a function definition, so adding live web reading to an agent is straightforward.
What it handles
Any URL in, clean structured data out
Point ClawEngine at a public page and it crawls, renders the JavaScript and extracts clean markdown or typed JSON in one call. Define a schema for structured fields, and respect robots.txt and Terms of Service by default.
- Returns agent-ready markdown or JSON
- Fetches and renders live public pages
- Extracts typed fields to a schema
- Fits naturally into tool-calling
- Gives agents current, accurate web data
- Stays on public, permitted pages only
{
"url": "https://example.com/products/atlas",
"title": "Atlas Field Notebook",
"markdown": "# Atlas Field Notebook\n\nDurable...",
"data": {
"name": "Atlas Field Notebook",
"price": 24.00,
"currency": "USD",
"rating": 4.7
},
"links": [ "/products", "/cart" ],
"metadata": { "rendered": true }
}Why ClawEngine
One API that crawls, renders and extracts
Not a raw HTML dump, not a headless browser fleet to run, and not a brittle parser to maintain. One call crawls a public page, renders its JavaScript and returns clean markdown or typed JSON, built for RAG pipelines and AI agents.
LLM-ready output
Clean markdown or typed JSON with the boilerplate stripped, so the data drops straight into a vector store, a prompt or an agent without a cleanup step.
JavaScript rendered
Each page loads in a real browser environment before extraction, so single-page apps and client-rendered content come back complete, not as an empty shell.
Compliance-first
ClawEngine works on public, permitted data only. It respects robots.txt and site Terms of Service and honors crawl-delay, so responsible scraping is the default.
Good questions
Questions about data for ai agents
Explore more
More ways to turn the web into data with ClawEngine
Stop wrangling raw HTML. Get LLM-ready data.
Point ClawEngine at a public page and one call crawls, renders the JavaScript and extracts clean markdown or typed JSON, ready for your RAG pipeline or AI agent. Public, permitted data only.
Crawl · render JS · extract markdown & JSON · robots.txt respected, public data only