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Connect Dough Batch Calculator to ChatGPT, Claude and Gemini

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 industrial bakery production cycles with precision.

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

How Vinkius works: one connection, every tool, in any AI
V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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.

Complete set · 4 capabilities

The complete Dough Batch Calculator capability set.

These are the exact actions your AI can choose when you ask it to work with Dough Batch Calculator.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Dough Batch Calculator.

  1. 01

    Analyze production efficiency

    This capability evaluates how much excess dough is produced compared to your target weight.

  2. 02

    Calculate required batches

    Use this to find the exact number of full mixing cycles needed to hit a specific production goal.

  3. 03

    Get batch schedule

    This capability provides a simplified sequence of production steps to show how dough is distributed across batches.

  4. 04

    Validate production capacity

    This capability checks if a target weight is physically possible based on your current batch size configuration.

One connector, every AI

Dough Batch 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Dough Batch 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

999ms average. Fast in production.

Dough Batch Calculator is checked daily against the live service.

Daily averagePeak 1249ms
Sep 22Today
Fastest day
918ms
Slowest day
1249ms
14-day trend
Improving-16%

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 Dough Batch Calculator, so you can see the experience inside your AI.

It does not authenticate your account with Dough Batch Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Dough Batch Calculator Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_DsLn0Gnfmw4tc5CzJ1E4l1gweX2CV60JsuDal4b8/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Dough Batch Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "dough-batch-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_DsLn0Gnfmw4tc5CzJ1E4l1gweX2CV60JsuDal4b8/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 Dough Batch Calculator

See all the AI clients this connector works with ↑

Who it's for

Built for the work Dough Batch Calculator owners hand off.

This MCP is designed for professionals managing high volume dough production in industrial settings.

  • 01

    Production Planners

    They hand off target weights and batch sizes to the AI to generate schedules.

  • 02

    Bakery Managers

    They use the AI to verify if shift targets are realistic given equipment constraints.

  • 03

    Operations Analysts

    They use the capability to monitor and reduce dough waste in the production cycle.

FAQ

Questions Dough Batch Calculator owners ask.

  • 01

    What can this MCP do for my bakery?

    It calculates the number of mixing cycles needed, checks if your production targets are possible, and helps you visualize your batch schedule.

  • 02

    How does it help with dough waste?

    The capability analyzes production efficiency by comparing the total dough produced in your batches against your actual target weight.

  • 03

    Can I use this with Claude or Cursor?

    Yes, this MCP is compatible with any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 04

    Does it check if my equipment can handle an order?

    Yes, the validate_production_capacity capability checks if a target weight is practical based on your batch size configuration.

  • 05

    How do I see the order of my batches?

    You can use the get_batch_schedule capability to get a simplified sequence of your production steps.

  • 06

    How do I calculate the number of batches needed?

    You can use the calculate_required_batches capability by providing the target dough weight and the fixed batch size.

  • 07

    Can I check if my production plan fits within a single shift?

    Yes, the validate_production_capacity capability checks if the required batches are within your maximum allowed cycles.

  • 08

    How is production waste measured?

    The analyze_production_efficiency capability calculates the percentage of excess dough produced relative to your target weight.

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