MCP For Claude Marketplace
Wine MLF Optimization Engine

Wine MLF Optimization Engine MCP Connector for Claude

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Optimize Malolactic Fermentation timing, dosage, and nutrient needs.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
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This MCP server provides specialized tools for winemakers to manage Malolactic Fermentation (MLF). It calculates the ideal timing using calculate_inoculation_strategy, determines the required bacterial dosage with determine_inoculation_rate, identifies necessary nutrient support via estimate_nutrient_needs, and predicts the completion timeline using predict_mlf_duration. The engine accounts for environmental stressors like alcohol, pH, and SO2 to ensure bacterial viability.

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4 tools expose this connector's capabilities to your AI agent.

predict_mlf_duration

Predicts how long the malolactic fermentation process will take to complete

calculate_inoculation_strategy

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

determine_inoculation_rate

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

estimate_nutrient_needs

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

See how to talk to your AI agent using Wine MLF Optimization Engine.

Should I use co-inoculation or sequential inoculation for a wine with 13% alcohol, pH 3.2, and 30 mg/L SO2?

The recommended strategy is sequential inoculation due to the high stress score from the alcohol and SO2 levels.

How many days will MLF take if I have 2.0 g/L malic acid, a temperature of 20°C, and a dosage of 50 g/hL?

The estimated duration for malic acid conversion is 12 days.

What nutrients are needed for a wine with 4.0 g/L malic acid and a stress score of 0.8?

The required nutrient profile is high, with a suggested supplemental amount of 15.5 g/hL.

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

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