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RAG Web Browser

Pricing

$3.00 / 1,000 page crawleds

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RAG Web Browser

RAG Web Browser

Search Google & extract clean Markdown from any URL — built for AI agents, RAG pipelines & LLM apps. Structured JSON output. API + MCP ready. $0.003/page.

Pricing

$3.00 / 1,000 page crawleds

Rating

0.0

(0)

Developer

Travel Monitor Lab

Travel Monitor Lab

Maintained by Community

Actor stats

0

Bookmarked

2

Total users

1

Monthly active users

3 days ago

Last modified

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Search the web and extract clean Markdown/text from any URL — purpose-built for AI agents, RAG pipelines and LLM applications. Google search + page extraction in one tool.

Use this tool when

  • Your LLM/agent needs up-to-date web content as context (RAG)
  • You want clean Markdown instead of raw HTML for embedding pipelines
  • You need Google search results as structured JSON (title, description, URL)
  • You build chatbots, research agents, or knowledge-base ingestion

Input

FieldTypeDescriptionExample
querystringGoogle search query (returns top results)"best crm software 2026"
urlsarrayDirect URLs to extract content from["https://example.com/article"]
maxResultsintegerMax search results10
outputFormatstringmarkdown (default) or text"markdown"
langstringSearch language"en"

Example input

{
"query": "apify actor monetization",
"maxResults": 5,
"outputFormat": "markdown"
}

Output

Per page: title, url, description, and extracted content (clean Markdown ready for embeddings/LLM context).

Pricing

Pay-per-event: $0.003 per page crawled (3 dollars per 1,000 pages).

Use with AI agents (MCP, Claude, GPT, Cursor, LangChain)

This actor is AI-agent ready. Three ways to call it programmatically:

1. Apify MCP server — add https://mcp.apify.com to your MCP client (Claude Desktop, Cursor, Windsurf...), then ask your agent to find and run this actor by name.

2. Direct API (run-sync) — single HTTP call, results returned directly:

$curl -X POST "https://api.apify.com/v2/acts/travelmonitorlab~rag-web-browser/run-sync-get-dataset-items?token=<YOUR_APIFY_TOKEN>" -H "Content-Type: application/json" -d '{\"query\":\"apify mcp\",\"maxResults\":5}'

3. Official integrations — available in Zapier, Make, n8n, LangChain (ApifyWrapper), and LlamaIndex via the Apify integration hub.

Every call returns clean structured JSON. No authentication walls, no cookies, no browser required on your side — everything runs in the cloud.

Why not just fetch pages yourself?

JS rendering, bot protection, cookie walls and messy HTML break naive scrapers. This actor handles rendering and extraction so your agent gets clean text, every time.

Maintained by travelmonitorlab.