AI Web Search Scraper - SERP & Page Content for LLM RAG

Web search API: ranked title, URL and snippet. Optionally fetch each page as Markdown for RAG. Brainiall Web engine. Pay per result.

Web browser for RAG pipelines and AI agents. Search Google, scrape top results, return clean Markdown. Feed your LLM with real-time web data. Works with Claude, GPT, LangChain, CrewAI. No API key needed.

RAG Web Browser — URL & Website to Markdown for LLM & RAG

s-r/rag-web-browser

Search the web or pass URLs, get clean Markdown, plain text or HTML for LLM and RAG pipelines. Follows links, streams results, no per-run fee.

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.

Turn any URL into clean, LLM-ready Markdown + structured JSON (title, headings, main content, links, metadata, token count). Perfect for RAG pipelines, AI agents, and LLM context.

RAG Web Browser

parseforge/rag-web-browser

Fetches web pages from search queries or direct URLs and returns clean content as markdown, text, and optional HTML. Designed to feed RAG pipelines and LLMs with structured data.

Search the web using DuckDuckGo — no API key required. Returns clean JSON: title, URL, snippet, domain, rank. Perfect for AI agents and LLM pipelines that need real-time web search. Supports web and news search.

RAG Web Browser

apify/rag-web-browser

Web search and fetch tool for AI agents and RAG pipelines. It queries Google Search, scrapes the top N pages using a full web browser, and returns their content as clean Markdown for further processing by an LLM. Can also fetch individual URLs.

Turn any URL or website into clean, LLM-ready Markdown or text - boilerplate, ads and nav stripped - with metadata and token count. Feed ChatGPT/Claude context or build RAG pipelines. HTTP-fast with a hardened-browser fallback for JS-heavy pages. Export JSON, CSV or Markdown.