By output · LLM-ready data

LLM-ready data from any public website

Models do not want raw web pages, they want clean, structured text. LLM-ready data means content with the navigation, ads and scripts removed, the real structure preserved, and a format that embeds or prompts cleanly. ClawEngine produces exactly that from any public page, returning markdown or typed JSON in one call.

It renders JavaScript so dynamic content is captured, strips the boilerplate so embeddings stay focused, and gives you a consistent shape across pages so your pipeline can rely on it. The result drops straight into a vector store, a prompt or an agent. ClawEngine works on public, permitted data only and respects robots.txt and site Terms of Service.

or try it below ↓

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

Live Extraction

Endpoint · POST /v1/extract

GET

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 ...

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 llm-ready data

Cleaned for embeddings

Boilerplate is stripped so the text that reaches your vector store is the actual content, which keeps embeddings focused and retrieval sharp.

Consistent shape

Every page comes back in the same markdown or JSON structure, so your ingestion pipeline can rely on a predictable format across sources.

Dynamic content captured

JavaScript is rendered first, so data that loads client-side is included, and your model is not missing the parts users actually see.

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 clean markdown or typed JSON
Strips boilerplate for tighter embeddings
Renders JavaScript before extracting
Keeps a consistent shape across pages
Drops into vector stores and prompts
Stays on public, permitted data 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.

Good questions

Questions about llm-ready data

Clean structure and a model-friendly format. ClawEngine removes navigation, ads and scripts, preserves headings and lists, and returns markdown or typed JSON. That keeps embeddings focused and prompts clean, instead of feeding a model noisy raw HTML.

Yes. The same clean output embeds well for retrieval and reads well inside a prompt or for an agent. ClawEngine only processes public, permitted pages and respects robots.txt and Terms of Service.

Read every web scraping question

Explore more

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.

See pricing

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