
Connect Wine Bottling Filling Calculator to your AI
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. Plan your production runs and material needs with precision.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
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 Bottling Calculator.
- 01
Calculate operational cost
This capability estimates the total cost of a production run by factoring in time and consumables.
- 02
Estimate material needs
Use this to calculate the specific amount of closures and inert gas required for your run.
- 03
Get case metrics
This capability converts your bottle level production data into standard case level logistics.
- 04
Get production timeline
This capability determines the time required to hit a specific production target based on line speed.
Real work
What teams actually run
Scheduling Bottling Runs
Determine how many hours a specific batch will take on the line.
Inventory Planning
Calculate how many closures to pull for an upcoming production run.
Margin Calculation
Find the cost per case to ensure production stays within budget.
Gas Management
Estimate the volume of inert gas needed for headspace displacement.
One connector, every AI
Wine Bottling Calculator 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 Bottling Calculator 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
890ms average. Fast in production.
Wine Bottling Calculator is checked daily against the live service.
- Fastest day
- 739ms
- Slowest day
- 1268ms
- 14-day trend
- Improving-8%
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 Bottling Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Wine Bottling Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Wine Bottling Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_Ls4tcPBFj4wUlyviaDpmIr6Bdj3ehwkBdCiRBscQ/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 Bottling Calculator capabilities are ready to use.
{
"mcpServers": {
"wine-bottling-filling-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_Ls4tcPBFj4wUlyviaDpmIr6Bdj3ehwkBdCiRBscQ/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 Bottling Calculator in Claude and other AIs
Who it's for
Built for the work Wine Bottling Calculator owners hand off.
This MCP is for professionals managing winery production and logistics.
- 01
Production Manager
Uses the capability to schedule bottling runs and manage line efficiency.
- 02
Winery Operations Lead
Uses the capability to estimate material needs like gas and closures.
- 03
Cost Accountant
Uses the capability to derive total production costs and case metrics.
FAQ
Questions Wine Bottling Calculator owners ask.
- 01
What can this MCP calculate for wine production?
It calculates production timelines, material needs like gas and closures, and operational costs per case.
- 02
Which AI clients can use this MCP?
You can use this with any MCP-compatible client including Claude, Cursor, Windsurf, and VS Code.
- 03
How does it handle gas requirements?
The estimate_material_needs capability calculates the inert gas required for headspace displacement.
- 04
Can I calculate cost per case?
Yes, you can use calculate_operational_cost and get_case_metrics to find the cost per case.
- 05
Does this require manual setup?
No, Vinkius hosts the MCP and manages the connection so you can use it immediately after connecting your client.
- 06
How do I calculate the time needed for a production run?
You can use the get_production_timeline capability. Provide the target volume, the theoretical line speed, and the efficiency decimal to get the total hours required.
- 07
How is inert gas consumption calculated?
The estimate_material_needs capability calculates gas requirements by determining the headspace volume (bottle size minus fill height) and applying a gas usage factor across the target volume.
- 08
Can I estimate the cost per case?
Yes. Use calculate_operational_cost to find the total cost, then use get_case_metrics to convert that into the cost per case based on your bottles per case configuration.
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Connect Wine Bottling Calculator to Claude, Cursor, ChatGPT & more
