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Connect Bread Loaf 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. Turn dough weights into accurate production plans.

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 Bread Loaf Calculator capability set.

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

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Bread Loaf Calculator.

  1. 01

    Calculate yield with wastage

    This capability estimates your final loaf count by subtracting expected dough loss from your total weight.

  2. 02

    Check batch feasibility

    Use this to see if your current dough supply can actually meet a specific number of loaves.

  3. 03

    Get production capacity

    This capability calculates the maximum number of full loaves you can produce from a specific dough weight.

  4. 04

    Get production tiers

    This capability provides a breakdown of potential yield across different levels of dough wastage.

One connector, every AI

Bread Loaf 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 Bread Loaf 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

960ms average. Fast in production.

Bread Loaf Calculator is checked daily against the live service.

Daily averagePeak 1488ms
Sep 22Today
Fastest day
922ms
Slowest day
1488ms
14-day trend
Improving-27%

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 Bread Loaf Calculator, so you can see the experience inside your AI.

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

Bread Loaf Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_s2pzl8JrqZDQ1jHgivnsAsxzpJdhk2lOSwzIoDR3/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 — Bread Loaf Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "bread-loaf-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_s2pzl8JrqZDQ1jHgivnsAsxzpJdhk2lOSwzIoDR3/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 Bread Loaf Calculator

See all the AI clients this connector works with ↑

Who it's for

Built for the work Bread Loaf Calculator owners hand off.

This MCP is designed for professional bakers and production managers who need to turn raw dough weights into actionable production schedules.

  • 01

    Head Baker

    Uses the capability to verify if a batch is large enough to meet daily bread quotas.

  • 02

    Bakery Production Manager

    Relies on yield calculations to plan ingredient orders and labor.

  • 03

    Small Business Owner

    Checks batch feasibility to ensure they don't over-promise on wholesale orders.

FAQ

Questions Bread Loaf Calculator owners ask.

  • 01

    How does this MCP handle dough loss?

    It uses the calculate_yield_with_wastage capability to subtract expected loss from your total dough weight before calculating the final loaf count.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 03

    What if I don't know my exact wastage percentage?

    You can use the get_production_tiers capability to see how different levels of wastage will affect your total yield.

  • 04

    Does this help with ordering ingredients?

    While it doesn't order ingredients, it helps you understand how much dough you can produce, which informs your ingredient needs.

  • 05

    Can I check if a specific order is possible?

    Yes, the check_batch_feasibility capability tells you if your current dough supply can meet a specific number of loaves.

  • 06

    How does the capability handle dough wastage?

    The calculate_yield_with_wastage capability subtracts a specified percentage from the total dough weight before calculating the number of loaves, simulating real-world loss.

  • 07

    Can I check if I have enough dough for a specific order?

    Yes, use check_batch_feasibility to determine if your current dough supply can meet your required number of loaves.

  • 08

    What happens to the leftover dough?

    The get_production_capacity capability returns both the total number of full loaves and the remainingDough mass that was insufficient for a full loaf.

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