Stop asking LLMs to do math: Providing Claude/Cursor with deterministic construction logic via MCP
I've seen it happen dozens of times in my testing workflows. You give an LLM a complex set of dimensions—a wall, the area of two windows, the surface roughness, and the number of coats needed—and you ask for the paint volume. The model starts strong. It identifies the variables correctly. Then, somewhere between calculating the subtraction of the window areas and applying the texture multiplier, it hallucinates a decimal point or loses track of one of the subtractions. LLMs are incredible at reasoning through linguistics and high-level architectural patterns. They are fundamentally unreliable for deterministic arithmetic involving spatial geometry. If you're building an agent to handle real-world logistics—like construction estimation—you cannot rely on the model's internal weights to perform subtraction. You need a tool. This is why I built the Model Context Protocol (MCP) servers in Vinkius with a focus on precision tools rather than just API wrappers. The paint-coverage-calculator isn't an experiment in text generation; it's an implementation of deterministic logic exposed as an MCP server so that Claude or Cursor can execute code instead of guessing numbers. Moving from Reasoning to Execution The problem with standard prompting for estimation is the 'hidden variables.' In a real renovation project, you don't just paint a rectangle. You deal with architectural deductions (doors and windows) and surface absorption rates (smooth vs. textured). If an agent doesn't explicitly call a tool that handles these subtractions, it’s likely to over-order material. When using the paint-coverage-calculator via MCP, the workflow shifts from 'Calculate this for me' to 'Execute these specific calculation steps.' The server exposes three distinct tools designed to handle different parts of the geometric problem: calculate_wall_paint : This is specifically for vertical surfaces. It handles the logic of subtracting openings (like a 2m x 0.8m door) from the total surface area before a