Bring Rag
to AutoGen
Create your Vinkius account to connect Linkup (AI Search & RAG) to AutoGen and start using all 2 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Linkup (AI Search & RAG) MCP Server?
Connect your Linkup account to any AI agent and take full control of real-time web intelligence and content retrieval for RAG pipelines through natural conversation.
What you can do
- Semantic Web Search — Execute context-rich queries that return high-relevancy results specifically optimized for Large Language Models directly from your agent
- Deep Content Retrieval — Extract clean, readable text from any web URL, stripping away noise and navigation to feed high-quality grounding data to your AI
- RAG-Ready Payloads — Retrieve structured search results including titles, snippets, and source URLs designed for seamless integration into vector stores
- Precision Extraction — Target specific URLs for content parsing, ensuring your agent has the exact technical context or documentation required for its task
- Real-time Intelligence — Access the latest facts and data from across the internet to ground your agent's answers in up-to-date reality
- Search Breadth — Switch between standard and deep search modes to balance between rapid fact-finding and comprehensive research across the web
How it works
- Subscribe to this server
- Enter your Linkup API Key
- Start grounding your AI with live web data from Claude, Cursor, or any MCP-compatible client
Who is this for?
- RAG Developers — provide your agents with real-time web access and precise document retrieval for contextual grounding through natural conversation
- AI & ML Engineers — automate the extraction of high-quality web content for model fine-tuning and evaluation datasets
- Market Researchers — perform large-scale data collection and fact-finding across the web without manual scraping scripts
Built-in capabilities (2)
Bypasses advanced bot protections executing complex SPA JavaScript loops automatically. Fetch and extract clean content from any specific URL using Linkup Platform
Choose "fast" mapping for basic factual requests and "deep" for thorough research limits. Perform a real-time web search extracting deep answers utilizing Linkup Platform
Why AutoGen?
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Linkup (AI Search & RAG) tools. Connect 2 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.
- —
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Linkup (AI Search & RAG) tools to solve complex tasks
- —
Role-based architecture lets you assign Linkup (AI Search & RAG) tool access to specific agents. a data analyst queries while a reviewer validates
- —
Human-in-the-loop support: agents can pause for human approval before executing sensitive Linkup (AI Search & RAG) tool calls
- —
Code execution sandbox: AutoGen agents can write and run code that processes Linkup (AI Search & RAG) tool responses in an isolated environment
Linkup (AI Search & RAG) in AutoGen
Why run Linkup (AI Search & RAG) with Vinkius?
The Linkup (AI Search & RAG) connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 2 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Linkup (AI Search & RAG) using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Linkup (AI Search & RAG) and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Linkup (AI Search & RAG) to AutoGen through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Linkup (AI Search & RAG) for AutoGen
Every request between AutoGen and Linkup (AI Search & RAG) is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How can Linkup help my agent provide more up-to-date answers?
Use the linkup_search tool to give your agent access to live web data. By performing semantic searches across the internet, your agent can retrieve the latest news, reports, and documentation, grounding its answers in current facts.
Can I extract clean text from a specific URL for RAG?
Yes. The linkup_fetch tool is specifically designed for content extraction. It renders the target page and returns a clean text version stripped of navigation and ads, making it ideal for feeding high-quality context to your agent.
What is the difference between standard and deep search modes?
Standard search focuses on rapid fact-finding and top results. Deep search performs a more comprehensive crawl across many more sources, which is better for complex research tasks that require diverse perspectives and detailed data.
How does AutoGen connect to MCP servers?
Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call Linkup (AI Search & RAG) tools during their conversation turns.
Can different agents have different MCP tool access?
Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.
Does AutoGen support human approval for tool calls?
Yes. Configure human-in-the-loop mode so agents pause and request approval before executing sensitive MCP tool calls.
McpWorkbench not found
Install: pip install "autogen-ext[mcp]"
Explore More MCP Servers
View all →
USDA NASS
8 toolsAccess US agricultural statistics via USDA NASS — query crop yields, livestock data, farm economics and demographics from any AI agent.
DOL (Department of Labor)
5 toolsAccess US Department of Labor data including OSHA inspections, MSHA safety records, and wage compliance directly from your AI agent.
Arlo Smart
11 toolsControl Arlo security cameras — view recordings, arm/disarm devices, and manage security modes via Arlo Smart API.
Appfigures
11 toolsAnalyze app store performance with Appfigures — track downloads, revenue, reviews, and rankings via AI.