Neon Innovation Lab

AI Web Search & RAG Scraper

Run web searches from code and get structured results (rank, title, URL, snippet) plus a ready-made Markdown line per result for LLM prompts and RAG pipelines. It returns search-result snippets, not full page content.

Run it on Apify

What it does

  • Batch queries in one run
  • Each result includes rank, title, URL, snippet and optional Markdown
  • No search API key to manage
  • Use a page-content scraper afterwards if you need full article text

Example input

{
  "queries": [
    "best MCP servers 2026"
  ],
  "maxResultsPerQuery": 5,
  "formatAsRAGMarkdown": true
}

Example output row

Illustrative values.

{
  "query": "best MCP servers 2026",
  "rank": 1,
  "title": "Example result",
  "url": "https://example.com/post",
  "snippet": "Short description...",
  "ragMarkdown": "### [Example result](https://example.com/post)\nShort description..."
}

Pricing (pay per event)

EventPrice
Actor start (per run)$0.030
Dataset item$0.0020
AI Web Search & RAG Grounding Query$0.020

About $0.04 per query with 10 results ($0.02 per query + $0.002 per result), plus $0.03 per run.

Prices as listed on Apify, last checked 2026-10-14. The Apify listing is the source of truth.

FAQ

Does it return full page text?

No. It returns search-result snippets and links. For full page text, pass the URLs to a page scraper such as the Firecrawl-style actor in this suite.

Which search engine does it use?

Bing web results.

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