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Connect Coffee Brewing Ratio Engine 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. Get perfect extractions using SCA Golden Cup standards.

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.

A futuristic MCP client docking bay
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.

Curated set · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Coffee Brewing Ratio Engine.

  1. 01

    Get method recommendations

    This capability suggests optimal ratios and temperatures for specific brew methods. Use it when you aren't sure which parameters to start with.

  2. 02

    Calculate brew parameters

    This capability calculates the exact ingredients and timing needed for a brew. It outputs the specific coffee dose and water volume required.

  3. 03

    Validate ratio compatibility

    This capability checks if a user-provided ratio is appropriate for a chosen brewing method. It prevents you from using improper ratios like 1:50 for espresso.

Real work

What teams actually run

01

Recipe Scaling

Scale a single-serve recipe up to a large carafe without losing the correct ratio.

02

Method Selection

Ask your agent for the best ratios to use when switching from a French Press to a pour-over.

03

Error Prevention

Check if a specific ratio will work for your equipment before you start brewing.

04

Brewing Automation

Let your AI agent build a full step-by-step pouring schedule for a specific coffee dose.

One connector, every AI

Coffee Brewing Ratio Engine 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 Coffee Brewing Ratio Engine 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

854ms average. Fast in production.

Coffee Brewing Ratio Engine is checked daily against the live service.

Daily averagePeak 1199ms
Oct 3Today
Fastest day
686ms
Slowest day
1199ms
14-day trend
Improving-30%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Coffee Brewing Ratio Engine, so you can see the experience inside your AI.

It does not authenticate your account with Coffee Brewing Ratio Engine. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Coffee Brewing Ratio Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_lIODjQcDSboJF9buQrAjTaG2LQg5QxehdM2AAsFb/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 — Coffee Brewing Ratio Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "coffee-brewing-ratio-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_lIODjQcDSboJF9buQrAjTaG2LQg5QxehdM2AAsFb/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 Coffee Brewing Ratio Engine in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Coffee Brewing Ratio Engine owners hand off.

This MCP is for anyone who treats coffee brewing as a science rather than a guess. It helps professionals and enthusiasts maintain consistency.

  • 01

    Baristas

    They hand off recipe scaling and ratio verification to their AI agent.

  • 02

    Coffee Roasters

    They use the capability to define standard brewing parameters for their beans.

  • 03

    Home Brewers

    They use the AI to quickly calculate precise recipes for different equipment.

FAQ

Questions Coffee Brewing Ratio Engine owners ask.

  • 01

    Does this MCP follow professional coffee standards?

    Yes, all calculations are based on the SCA Golden Cup Standard.

  • 02

    Can I use this to check my own custom ratios?

    Yes, you can use the validation capability to see if your specific ratio is appropriate for your chosen method.

  • 03

    What AI clients can I use with this MCP?

    You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 04

    Will it tell me the water temperature?

    Yes, the capability provides recommended temperature targets for various brewing methods.

  • 05

    Can it help me with French Press recipes?

    Yes, it can suggest optimal ratios and temperatures specifically for French Press or other methods.

  • 06

    What standards does this engine follow?

    The engine uses the SCA Golden Cup Standard to ensure optimal extraction and flavor profiles.

  • 07

    How do I get a pouring schedule?

    You can use the calculate_brew_parameters capability, which returns a detailed list of pour stages.

  • 08

    Can I use this for Espresso?

    Yes, the engine supports espresso with specific temperature and ratio logic designed for high-pressure extraction.

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