
Connect Wine Blending Optimization to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Hit your chemical targets while staying under budget.
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.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Wine Blending Optimization.
- 01
Evaluate constraint viability
This capability checks if your desired targets are actually achievable. It runs a mathematical check to see if your available wines can meet your chemical and budget requirements.
- 02
Find optimal blend
This capability calculates the exact proportions for a wine blend. It finds the best way to hit your chemical targets while keeping the total cost under your limit.
- 03
Get component summary
This capability provides a quick look at your available component wines. It gives your agent a clear overview of what is in stock to use for blending.
- 04
Simulate blend quality
This capability predicts the chemical profile of a specific mixture. You provide the proportions, and it tells you what the resulting alcohol, pH, or tannin levels will look like.
Real work
What teams actually run
Cost-Effective Blending
Find the cheapest combination of wines that still meets your required alcohol and acidity levels.
Quality Consistency
Use simulation to ensure a new batch of wine will match the chemical profile of your previous vintages.
Constraint Verification
Check if it is even possible to hit a specific pH target given the wines currently in your inventory.
Volume Scaling
Scale a small test blend up to a large production volume while maintaining the same chemical balance.
One connector, every AI
Wine Blending Optimization 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 Blending Optimization 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.
Observed, not estimated
847ms average. Fast in production.
Wine Blending Optimization is checked daily against the live service.
- Fastest day
- 747ms
- Slowest day
- 1022ms
- 14-day trend
- Stable0%
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 Blending Optimization, so you can see the experience inside your AI.
It does not authenticate your account with Wine Blending Optimization. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Wine Blending Optimization Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_45fPMj69cgcFwWtubaKKK8290S7CaBLTHtuy6izZ/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 Blending Optimization capabilities are ready to use.
{
"mcpServers": {
"wine-blending-optimization-mcp": {
"url": "https://edge.vinkius.com/vk_preview_45fPMj69cgcFwWtubaKKK8290S7CaBLTHtuy6izZ/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? Set up Wine Blending Optimization in Claude and other AIs
Who it's for
Built for the work Wine Blending Optimization owners hand off.
This MCP is built for professionals managing wine production and blending operations. It turns an AI agent into a technical enology assistant.
- 01
Winemakers
They hand off target chemical profiles and budget limits to the agent to get precise blending recipes.
- 02
Cellar Managers
They use the capability to check if available stock can meet specific production requirements.
- 03
Enologists
They use the simulation capabilities to verify the chemical outcomes of theoretical blends.
FAQ
Questions Wine Blending Optimization owners ask.
- 01
What chemical properties can this MCP optimize?
The MCP can optimize for alcohol content, pH levels, and tannin levels.
- 02
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.
- 03
Does it handle budget constraints?
Yes, the optimization capabilities are designed to find the best blend while staying strictly within your specified budget.
- 04
How does it help with wine production?
It provides the exact mathematical proportions needed to hit quality targets, reducing the need for manual trial and error in the cellar.
- 05
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.
- 06
How can I find the best mixture for a specific target?
You can use the find_optimal_blend capability. Provide the list of available component wines, your target chemical ranges, the desired total volume, and your maximum budget.
- 07
Can I check if my targets are even possible?
Yes, use evaluate_constraint_viability to determine if a valid solution exists within your budget and chemical constraints before attempting to optimize.
- 08
How do I see the chemical profile of a specific blend?
Use the simulate_blend_quality capability by providing the component wines and the specific volumes you wish to test.
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Connect Wine Blending Optimization to Claude, Cursor, ChatGPT & more
