Use Wine Score Prediction with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Predict professional critic scores and identify score drivers for wines.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 4 capabilities
The complete Wine Score Prediction capability set.
These are the exact actions your AI can choose when you ask it to work with Wine Score Prediction.
01-04
4 capabilities in this set.
Part of 4 available through Wine Score Prediction.
- 01
Analyze score drivers
Identify attributes responsible for the predicted score
- 02
Evaluate improvement opportunities
Suggest changes to increase the predicted score
- 03
Get critic profile
Retrieve historical scoring tendencies of a specific critic
- 04
Predict wine score
Predict a professional critic score for a wine based on its profile
One connector, every AI
Wine Score Prediction works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Wine Score Prediction to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Wine Score Prediction, so you can see the experience inside your AI.
It does not authenticate your account with Wine Score Prediction. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Wine Score Prediction Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_X1N8Ct65WibzxX8d7ykwMURjO5eWH6mPfj5sInN0/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Wine Score Prediction capabilities are ready to use.
{
"mcpServers": {
"wine-score-prediction-model-mcp": {
"url": "https://edge.vinkius.com/vk_preview_X1N8Ct65WibzxX8d7ykwMURjO5eWH6mPfj5sInN0/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? How to give Claude access to Wine Score Prediction
FAQ
Questions Wine Score Prediction owners ask.
- 01
How accurate are the predicted scores?
Scores include a confidence interval based on historical data density for similar wine profiles, providing a range rather than a single fixed number.
- 02
Can I adjust predictions for specific critics?
Yes, by using the targetCritic parameter in predict_wine_score, the model adjusts for the historical scoring tendencies and stylistic preferences of that specific critic.
- 03
What data is required for a prediction?
You need to provide the grape variety, region, vintage year, winemaking techniques, and analytical chemical parameters like pH and alcohol content.
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