Operations MCP Servers

An operations plan said 'we will scale' without modeling arrival rates. It claims 'economies of scale' without a single cost data point. It writes SLAs that say 'best effort.' That is not operations. That is hope. This tool forces five COO-level operational axes: capacity modeling, failure isolation, cost leverage, process discipline, and accountability mechanisms.

A manufacturer asked an AI to plan seasonal inventory. The AI said 'maintain adequate stock levels.' No forecast model. No EOQ. No safety stock. No supplier diversification. No bullwhip mitigation. Ordered on gut feel from a single Shenzhen supplier, shipped by air because 'urgent,' and watched demand amplify through three echelons until the warehouse held 340% of actual demand. This tool forces five axes: demand forecasting, inventory optimization, supplier risk diversification, logistics cost-per-unit analysis, and bullwhip effect mitigation.