AI Web Search & RAG Context Scraper (SERP & Grounding) avatar

AI Web Search & RAG Context Scraper (SERP & Grounding)

Pricing

$20.00 / 1,000 ai web search & rag grounding queries

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AI Web Search & RAG Context Scraper (SERP & Grounding)

AI Web Search & RAG Context Scraper (SERP & Grounding)

Perform real-time web search and extract clean organic results, snippet descriptions, and token-efficient markdown context for AI agents and LLM grounding.

Pricing

$20.00 / 1,000 ai web search & rag grounding queries

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0.0

(0)

Developer

Neon Innovation Lab

Neon Innovation Lab

Maintained by Community

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0

Bookmarked

2

Total users

1

Monthly active users

8 hours ago

Last modified

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AI Web Search & RAG Context Scraper (Bing SERP / LLM Grounding)

A lightweight, high-performance web search scraper engineered specifically for AI Agents, RAG pipelines, and LLM prompt grounding. Zero proxy bans.


🚀 Key Features

  • AI & RAG-Optimized: Outputs pre-formatted markdown blocks ready for immediate injection into Claude, GPT-4, Cursor, and LangChain/LlamaIndex.
  • Organic Results & Snippets: Clean extraction of page titles, URLs, and contextual descriptions.
  • No Proxy Fees: Built with optimized Cheerio crawling that avoids heavy browser overhead and Google SERP bans.
  • Ultra-Low Latency: Processes queries in parallel in under 2 seconds.
  • Pay-Per-Result: Pay only $0.0015 per query processed.

📥 Input Example

{
"queries": [
"best AI agent frameworks 2026",
"enterprise MCP servers"
],
"maxResultsPerQuery": 10,
"formatAsRAGMarkdown": true
}

📤 Output Format

{
"query": "best AI agent frameworks 2026",
"rank": 1,
"title": "Top Autonomous AI Agent Frameworks in 2026",
"url": "https://example.com/ai-frameworks-2026",
"snippet": "A comprehensive review of multi-agent architectures, MCP protocol support, and production benchmarks...",
"ragMarkdown": "### [Top Autonomous AI Agent Frameworks in 2026](https://example.com/ai-frameworks-2026)\nA comprehensive review of multi-agent architectures...",
"scrapedAt": "2026-09-04T03:15:00.000Z"
}