How do I find my VineRadar API Key?

Log in to your [**VineRadar dashboard**](https://vineradar.com/account), and you will find your API Key under the 'Integrations' or 'Developer' section. Copy and paste it below.

Can the agent search for vineyards by region?

Yes. Use the `search_vineyards` tool providing the location name (e.g., 'Napa Valley' or 'Bordeaux'). Your agent will return matching vineyards instantly.

Is vintage information included?

Yes. The wine records retrieved by your agent include the vintage year and specific characteristics associated with that production cycle.

VineRadar MCP Server for AutoGen 6 tools — connect in under 2 minutes

Name: VineRadar
Availability: InStock
Author: Vinkius

microsoft.github.io/autogen/docs/tools/mcp-tools

Built by Vinkius GDPR 6 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add VineRadar as an MCP tool provider through the Vinkius and every agent in the group can access live data and take action.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

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Vinkius supports streamable HTTP and SSE.

python

import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token — get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="vineradar_agent",
            tools=tools,
            system_message=(
                "You help users with VineRadar. "
                "6 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

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* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About VineRadar MCP Server

Empower your AI agent to orchestrate your entire wine research and vineyard auditing workflow with VineRadar, the comprehensive platform for global wine data. By connecting VineRadar to your agent, you transform complex varietal searches into a natural conversation. Your agent can instantly search for specific wines, audit vineyard locations, and retrieve detailed vintage metadata without you ever touching a wine app. Whether you are building a personal cellar or conducting market research on varietals, your agent acts as a real-time sommelier, ensuring your data is always detailed and well-categorized.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use VineRadar tools. Connect 6 tools through the Vinkius and assign role-based access — a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

What you can do

Wine Auditing — Search for thousands of wines by name or keyword and retrieve detailed metadata, including ratings and vintages.
Vineyard Oversight — Browse vineyard profiles by location to maintain a clear view of regional wine production.
Varietal Discovery — Query wine varietals to understand the technological and regional distribution of specific grape types instantly.
Vintage Intelligence — Retrieve full details for specific wine IDs to assist in deep-dive collection audits.
Market Monitoring — List all supported varietals in the VineRadar catalog to identify trending wine themes in real-time.

The VineRadar MCP Server exposes 6 tools through the Vinkius. Connect it to AutoGen in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect VineRadar to AutoGen via MCP

Follow these steps to integrate the VineRadar MCP Server with AutoGen.

Install AutoGen

Run pip install "autogen-ext[mcp]"

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

Explore tools

The workbench discovers 6 tools from VineRadar automatically

Why Use AutoGen with the VineRadar MCP Server

AutoGen provides unique advantages when paired with VineRadar through the Model Context Protocol.

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use VineRadar tools to solve complex tasks

Role-based architecture lets you assign VineRadar 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 VineRadar tool calls

Code execution sandbox: AutoGen agents can write and run code that processes VineRadar tool responses in an isolated environment

VineRadar + AutoGen Use Cases

Practical scenarios where AutoGen combined with the VineRadar MCP Server delivers measurable value.

Collaborative analysis: one agent queries VineRadar while another validates results and a third generates the final report

Automated review pipelines: a researcher agent fetches data from VineRadar, a critic agent evaluates quality, and a writer produces the output

Interactive planning: agents negotiate task allocation using VineRadar data to make informed decisions about resource distribution

Code generation with live data: an AutoGen coder agent writes scripts that process VineRadar responses in a sandboxed execution environment

VineRadar MCP Tools for AutoGen (6)

These 6 tools become available when you connect VineRadar to AutoGen via MCP:

check_api_status

Check if the VineRadar API is operational

get_vineyard_details

Get full details for a specific vineyard by ID

get_wine_details

Get full details for a specific wine by ID

list_wine_varietals

List all wine varietals supported by VineRadar

search_vineyards

Search for vineyards by location

search_wines

Search for wines by name or keyword

Example Prompts for VineRadar in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with VineRadar immediately.

"Search for 'Cabernet Sauvignon' wines using VineRadar."

"Find vineyards in 'Napa Valley'."

"What are the details for wine ID 12345?"

Troubleshooting VineRadar MCP Server with AutoGen

Common issues when connecting VineRadar to AutoGen through the Vinkius, and how to resolve them.

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

VineRadar + AutoGen FAQ

Common questions about integrating VineRadar MCP Server with AutoGen.

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 VineRadar 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.