
AI Agent for RAG Web Browser
Seamlessly empower AI agents and LLMs with robust web browsing and search capabilities via the Model Context Protocol (MCP) Server for the RAG Web Browser Actor. Instantly connect your AI workflows to real-time web data, enabling extraction, summarization, and actionable insights from any webpage or search result.

Web Search and Extraction for AI Agents
Unlock real-time web information for your AI with the RAG Web Browser MCP Server. Effortlessly allow agents to conduct searches, scrape top results, and fetch clean, structured content in Markdown, HTML, or text formats. Ideal for research, data enrichment, and knowledge retrieval in LLM-powered applications.
- Google Search Integration.
- Run Google searches directly from your AI agent and extract the top N results for comprehensive knowledge gathering.
- Multi-format Content Output.
- Receive extracted content in Markdown, HTML, or plain text, ensuring compatibility with various LLM workflows.
- Single URL Fetch.
- Fetch and extract content from any single URL, making targeted data retrieval fast and efficient.
- Customizable Timeouts.
- Set request timeouts to balance speed and thoroughness for different use cases.

Seamless Model Context Protocol Integration
The MCP Server provides a direct bridge between your AI agents and the web, operating over standard input/output for maximum compatibility. Connect instantly to Claude Desktop or any MCP-enabled client, enabling dynamic access to online resources and real-time insights.
- Claude Desktop Compatibility.
- Integrate effortlessly with Claude Desktop or other MCP clients for local, secure operations.
- Local and SSE-Based Options.
- Choose between local stdio server or SSE cloud-based access for flexible deployment.
- Easy Client Setup.
- Simple configuration and fast connection to your preferred AI agent environment.

Developer-Focused & Open Ecosystem
Built for developers, the RAG Web Browser MCP Server is open source and highly configurable. Debug, customize, and expand your AI agent workflows with powerful tools, including the MCP Inspector and easy integration with the Apify platform.
- Open Source & Extensible.
- Freely modify and adapt the server to suit your unique AI agent requirements.
- Advanced Debugging with MCP Inspector.
- Leverage powerful debugging tools to optimize and troubleshoot your AI data flows.
- Full Apify Platform Integration.
- Connect with 4,000+ Apify Actors for limitless automation and data extraction possibilities.
MCP INTEGRATION
Available RAG Web Browser MCP Integration Tools
The following tools are available as part of the RAG Web Browser MCP integration:
- search
Query Google Search, scrape the top N URLs from the results, and return their cleaned content as Markdown or other formats.
Supercharge Your AI Agents with Web Browsing
Integrate the MCP Server for RAG Web Browser and enable your AI agents to search, browse, and extract real-time web data seamlessly. Experience faster, smarter, and more capable AI workflows today.
What is Apify
Apify is a comprehensive cloud platform designed for developing, running, and scaling web scraping, data extraction, and automation solutions. The company provides a full-stack ecosystem where developers and businesses can create, deploy, and publish web scrapers (called Actors), AI agents, and automation tools. Apify's platform enables users to collect, process, and manage data from any website or online source efficiently, supporting use cases ranging from market research and competitive intelligence to workflow automation and data enrichment. The platform emphasizes reliability, scalability, and ease of integration, making it suitable for startups, enterprises, and individual developers alike.
Capabilities
What we can do with Apify
Apify's platform offers a wide range of web scraping, automation, and data processing capabilities. Users can leverage ready-made Actors or build their own to automate workflows, gather structured data from the web, monitor online changes, and integrate with other services for seamless data delivery and analysis.
- Automate Data Collection
- Easily create and run web scrapers to collect data from websites at scale.
- AI Agent Deployment
- Build and deploy AI-powered agents to perform automated web tasks and decision-making.
- Workflow Automation
- Integrate multiple Actors and tools to automate end-to-end business processes.
- Real-time Monitoring
- Set up real-time alerts and monitors to track changes in online data sources.
- Data Integration
- Seamlessly export and integrate extracted data with databases, APIs, and third-party platforms.

How AI Agents Can Benefit from Apify
AI agents can use Apify to automate complex web-based tasks, gather large volumes of structured data for machine learning, and interact with online environments in real time. By leveraging Apify’s robust ecosystem, AI agents can enhance their capabilities, improve data-driven decision making, and enable advanced automation scenarios.