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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Cocoa Quality Predictor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Predict cocoa bean quality and grade based on fermentation and drying conditions.

Included with plan

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

Complete set · 4 capabilities

The complete Cocoa Quality Predictor capability set.

These are the exact actions your AI can choose when you ask it to work with Cocoa Quality Predictor.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Cocoa Quality Predictor.

  1. 01

    Assess drying impact

    Evaluates drying impact

  2. 02

    Calculate cut test score

    Predicts physical score

  3. 03

    Determine final grade

    Determines final grade

  4. 04

    Predict bean chemistry

    Predicts bean chemistry

Observed, not estimated

807ms average. Fast in production.

Cocoa Quality Predictor is checked daily against the live service.

Daily averagePeak 973ms
Aug 26Today
Fastest day
697ms
Slowest day
973ms
14-day trend
Improving-9%

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 Cocoa Quality Predictor, so you can see the experience inside your AI.

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

Cocoa Quality Predictor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ucpH03g78WhHkXn4WcwPL7rKpfGfwYxpwRfnSpFD/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 — Cocoa Quality Predictor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "cocoa-drying-quality-predictor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ucpH03g78WhHkXn4WcwPL7rKpfGfwYxpwRfnSpFD/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 Cocoa Quality Predictor owners ask.

  • 01

    How does the drying method affect the prediction?

    The assess_drying_impact capability accounts for the specific method used--sun, mechanical, or hybrid--to calculate drying rates and contamination risks.

  • 02

    Can I predict the final chocolate grade?

    Yes, by using determine_final_grade with the predicted cut test score, pH, and flavor precursors, you can classify the batch as premium, standard, or low.

  • 03

    What inputs are needed for chemical prediction?

    To use predict_bean_chemistry, you need the fermentation duration, initial moisture content, and the drying temperature.

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