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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Grape Brix Analysis with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Turn raw Brix readings into actionable harvest decisions.

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 Grape Brix Analysis capability set.

These are the exact actions your AI can choose when you ask it to work with Grape Brix Analysis.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Grape Brix Analysis.

  1. 01

    Detect outlying samples

    This capability identifies specific Brix readings that deviate significantly from the group average. It helps you spot problematic fruit clusters in a dataset.

  2. 02

    Suggest handling strategy

    This capability recommends logistical moves like segregation or blending. It helps you decide how to handle a load to optimize final juice quality.

  3. 03

    Evaluate ripeness uniformity

    Use this to check if a load is consistent enough for single-batch processing. It determines if the ripening is even or if the fruit is too varied.

  4. 04

    Analyze load statistics

    This capability generates a full statistical profile of a grape load's sugar content. It provides the mean, standard deviation, and coefficient of variation for your Brix data.

One connector, every AI

Grape Brix Analysis 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 Grape Brix Analysis 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.

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 Grape Brix Analysis, so you can see the experience inside your AI.

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

Grape Brix Analysis Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_4mYq2YPfwJ82AOz4BKtc6vJ5M4LrGC22EnDMsVjA/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 — Grape Brix Analysis capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "grape-brix-distribution-analysis-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_4mYq2YPfwJ82AOz4BKtc6vJ5M4LrGC22EnDMsVjA/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 Grape Brix Analysis

See all the AI clients this connector works with ↑

Who it's for

Built for the work Grape Brix Analysis owners hand off.

This MCP is built for professionals managing vineyard harvests and juice quality.

  • 01

    Vineyard Managers

    They hand off Brix datasets to the AI to get quick ripeness profiles.

  • 02

    Winemakers

    They use the statistical outputs to decide on blending or segregation strategies.

  • 03

    Harvest Supervisors

    They use the capability to identify problematic fruit clusters during picking.

FAQ

Questions Grape Brix Analysis owners ask.

  • 01

    What can this MCP do with my Brix data?

    It calculates the mean, standard deviation, and coefficient of variation. It also identifies outliers and suggests whether to blend or segregate your grape loads.

  • 02

    Which AI clients can I use with this MCP?

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

  • 03

    How does it help with juice quality?

    By detecting uneven ripening and outliers, it helps you decide on handling strategies like segregation to ensure consistent juice quality.

  • 04

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start working.

  • 05

    Can it help me decide between blending and segregation?

    Yes, the suggest_handling_strategy capability specifically recommends these logistical decisions based on your data.

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