By use case · Data for AI agents

Scrape data for AI agents in a single API call

The short answer

To scrape data for AI agents, give the agent a tool that fetches a URL, renders the page and returns clean markdown or typed JSON in one step, so the model reads structured content instead of raw HTML mid-task. ClawEngine is that tool: one call crawls, renders and extracts a public page, and the simple request and response shape maps directly to a function definition in any agent framework. It works on public, permitted pages only, reads robots.txt and honors crawl-delay. Plans start at $39 a month.

Clean markdown & JSON · JavaScript rendered · robots.txt respected

Last updated August 2026

Live Extraction

Endpoint · POST /v1/extract

POST

try:

Hit Extract to turn this page into clean, LLM-ready data.

robots.txt respected · public data only

Markdown · JSON · structured fields, from one API call. Crawling, rendering and extracting ...

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.

CRAWL RENDER JS EXTRACT MARKDOWN JSON

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

POST /v1/extract extraction result

200 · JSON

{
  "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 }
}

JS rendered · boilerplate stripped ✓ robots.txt respected

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.

Scrape data for AI agents: the questions buyers ask

How do I give an AI agent access to the web?

Expose a web-reading API as a tool the agent can call. Define a function that takes a URL and an optional schema, and have it return clean markdown or typed JSON rather than raw HTML. The model then reads the result in one step and decides what to do next. ClawEngine renders the page and returns structured content, so the agent never has to parse markup itself. It reads public, permitted pages only.

Why not let the agent read raw HTML itself?

Raw HTML wastes context and confuses the model. A page is mostly navigation, scripts and markup, so an agent that reads it spends tokens on noise and often retrieves the wrong thing. Returning clean markdown or typed fields means the agent reads the actual content, uses far less context, and acts more reliably. It also removes per-site parsing logic the agent would otherwise have to carry.

Does the agent get current data or cached pages?

It gets current data. ClawEngine fetches and renders the live page at call time, so an agent acts on what is on the web now rather than on whatever was in its training data. That matters for prices, availability, news and documentation, where the model's own knowledge is stale by definition. Each call runs against the public page as it exists at that moment.

How do I stop an agent from scraping pages it should not?

Constrain the URLs your agent is allowed to pass, and rely on the API to stay compliant. ClawEngine only accesses public, permitted pages, reads robots.txt and honors crawl-delay, and never targets logins, paywalls or private data. You own the choice of URLs the agent submits, so scope its tool to the domains and paths that are appropriate for the task.

Which output format is best for an agent, markdown or JSON?

Use markdown when the agent needs to read and reason over the whole page, and typed JSON when it needs specific fields to act on, like a price or a status. Markdown keeps structure while cutting tokens; JSON gives the agent exact values with no parsing. ClawEngine returns either from the same call, so you can pick per task or take both at once.

Good questions

Questions about Data for AI agents

Expose it as a tool or function in your agent framework. The agent passes a URL and an optional schema, and ClawEngine returns clean markdown or typed JSON the model can read and act on in one step.

ClawEngine only accesses public, permitted pages, respects robots.txt and Terms of Service, and honors crawl-delay. You are responsible for the URLs your agent submits, and the API never targets logins, paywalls or private data.

Read every web scraping question

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More ways to turn the web into data with ClawEngine

See every use case See pricing Back to the web scraping API

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.

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Crawl · render JS · extract markdown & JSON · robots.txt respected, public data only