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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Wine MLF Optimizer with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Optimize Malolactic Fermentation timing, dosage, and nutrient needs.

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 Wine MLF Optimizer capability set.

These are the exact actions your AI can choose when you ask it to work with Wine MLF Optimizer.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Wine MLF Optimizer.

  1. 01

    Predict mlf duration

    Predicts how long the malolactic fermentation process will take to complete

  2. 02

    Calculate inoculation strategy

    Determines whether to use co-inoculation or sequential inoculation based on environmental stressors

  3. 03

    Determine inoculation rate

    Calculates the necessary amount of bacterial culture to add to the wine

  4. 04

    Estimate nutrient needs

    Identifies if and how much supplemental nutrients are needed to support the bacteria

One connector, every AI

Wine MLF Optimizer 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 Wine MLF Optimizer 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 Wine MLF Optimizer, so you can see the experience inside your AI.

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

Wine MLF Optimizer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_DHSr0YnvYon0Ss8C8S19PAvYenXhNtzP6esTmDWV/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 — Wine MLF Optimizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "wine-mlf-optimization-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_DHSr0YnvYon0Ss8C8S19PAvYenXhNtzP6esTmDWV/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 Wine MLF Optimizer

See all the AI clients this connector works with ↑

FAQ

Questions Wine MLF Optimizer owners ask.

  • 01

    How do I decide between co-inoculation and sequential inoculation?

    Use the calculate_inoculation_strategy capability. It analyzes alcohol, pH, and SO2 levels to determine if the environment is too hostile for early inoculation.

  • 02

    Can I predict how long my MLF will take?

    Yes, the predict_mlf_duration capability estimates the number of days until malic acid conversion is complete based on temperature and dosage.

  • 03

    What factors influence the required bacterial dosage?

    The determine_inoculation_rate capability calculates dosage by considering the chosen strategy and environmental stressors like alcohol and SO2.

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