# Build a RAG Dataset from Any Public Website

**Use case:** 

Crawl a public website into clean Markdown with emails, phones, social profiles, metadata, technologies and links for RAG, AI agents and research.

## Input

```json
{
  "start_urls": [
    {
      "url": "https://docs.apify.com"
    }
  ],
  "max_pages": 25,
  "max_depth": 2,
  "same_domain_only": true,
  "respect_robots": true,
  "include_patterns": [],
  "exclude_patterns": [],
  "concurrency": 8,
  "timeout_seconds": 20,
  "max_content_chars": 100000,
  "user_agent": "DataVaultLabs-RAGCrawler/1.0"
}
```

## Output

```json
{
  "url": {
    "label": "Url",
    "format": "string"
  },
  "title": {
    "label": "Title",
    "format": "string"
  },
  "status_code": {
    "label": "Status code",
    "format": "integer"
  },
  "emails": {
    "label": "Emails",
    "format": "array"
  },
  "phones": {
    "label": "Phones",
    "format": "array"
  },
  "technologies": {
    "label": "Technologies",
    "format": "array"
  },
  "word_count": {
    "label": "Word count",
    "format": "integer"
  },
  "internal_link_count": {
    "label": "Internal link count",
    "format": "integer"
  },
  "external_link_count": {
    "label": "External link count",
    "format": "integer"
  }
}
```

## About this Actor

This example demonstrates how to use [Website RAG & Lead Intelligence Crawler](https://apify.com/datavaultlabs/website-rag-lead-intelligence) with a specific input configuration. Visit the [Actor detail page](https://apify.com/datavaultlabs/website-rag-lead-intelligence) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/datavaultlabs/website-rag-lead-intelligence.md

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).