MCP For Claude Marketplace
Wine Bottle Variation Predictor

Wine Bottle Variation Predictor MCP Connector for Claude

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Predicts bottle-to-bottle variation and quality windows using stochastic oxygen ingress modeling.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides a predictive analysis engine to model how oxygen ingress affects wine quality over time. By accounting for closure lot variation, fill height, and storage orientation, it helps predict the expected variation in oxygen exposure and identifies the optimal drinking window for a batch of bottles. Use predict_variation_at_age to calculate quality deviation, calculate_quality_outliers to find the percentage of bottles outside quality limits, get_optimal_drinking_window to identify peak quality years, and simulate_storage_impact to compare horizontal versus vertical storage effects.

wineoxygenpredictionstochasticquality-control

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

calculate_quality_outliers

Determines the percentage of bottles in a batch that are expected to fall outside the acceptable quality limits at a given time

get_optimal_drinking_window

Identifies the time range during which the most bottles are expected to be in their peak quality state

predict_variation_at_age

Calculates the expected range of oxygen exposure and quality deviation for a group of bottles at a specific point in time

simulate_storage_impact

Compares how different storage orientations affect the rate of variation for a specific closure type

See how to talk to your AI agent using Wine Bottle Variation Predictor.

What is the expected quality deviation for natural cork bottles stored horizontally after 10 years?

At 10 years, the expected quality deviation for natural cork bottles stored horizontally is 0.12 with a mean oxygen exposure of 4.5 mg/L.

How many bottles will likely be bad after 20 years if I use screwcaps?

With screwcap closures, the predicted percentage of bottles falling outside the quality threshold after 20 years is 0.05%.

Compare horizontal and vertical storage for natural cork at 5 years.

For natural cork at 5 years, horizontal storage results in a variation of 0.45, while vertical storage results in 0.32, yielding an impact ratio of 1.41.

Storage position (horizontal vs vertical) changes the contact surface area between the liquid and the closure, which directly influences the oxygen ingress rate modeled by the tools.

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