Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Espresso Extraction Calculator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate espresso extraction yield, brew ratio, and dose adjustments.

Included with plan

Ask AI about this Connector

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.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete Espresso Extraction Calculator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Espresso Extraction Calculator.

  1. 01

    Calculate dose adjustment

  2. 02

    Validate extraction parameters

  3. 03

    Analyze extraction

Observed, not estimated

749ms average. Fast in production.

Espresso Extraction Calculator is checked daily against the live service.

Daily averagePeak 907ms
Aug 24Today
Fastest day
667ms
Slowest day
907ms
14-day trend
Slowing+21%

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 Espresso Extraction Calculator, so you can see the experience inside your AI.

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

Espresso Extraction Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_riQ3UtdQZTZ8PGqKbeaXpoH77Koy38HYsf2KCWvY/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 — Espresso Extraction Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "espresso-extraction-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_riQ3UtdQZTZ8PGqKbeaXpoH77Koy38HYsf2KCWvY/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

FAQ

Questions Espresso Extraction Calculator owners ask.

  • 01

    How do I know if my espresso is underextracted?

    You can use the analyze_extraction capability. If the extraction yield is below 18%, the shot is classified as underextracted, which often tastes sour.

  • 02

    How can I adjust my dose to reach a target yield?

    Use the calculate_dose_adjustment capability. Provide your current dose, the target yield, the beverage weight, and the TDS to find the required dose change.

  • 03

    What is a realistic TDS for espresso?

    Typically, espresso TDS falls between 6% and 12%. You can use validate_extraction_parameters to check if your measurements are within reasonable bounds.

Explore

More in Productivity

Suggestions