line_time_forecast
Predict Chipotle line wait times using machine learning algorithms based on day of week, time of day, and payday status.
Instructions
ML-powered burrito congestion prediction. Uses advanced algorithms to estimate Chipotle line wait times.
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| day_of_week | No | Day of the week | friday |
| time_of_day | No | General time of day | lunch |
| is_payday | No | Is it payday? |
Implementation Reference
- index.js:521-593 (handler)Implementation of the 'line_time_forecast' tool which predicts Chipotle line wait times based on day, time, and payday status using a simulated algorithm.
server.tool( "line_time_forecast", "ML-powered burrito congestion prediction. Uses advanced algorithms to estimate Chipotle line wait times.", { day_of_week: z .enum(["monday", "tuesday", "wednesday", "thursday", "friday", "saturday", "sunday"]) .default("friday") .describe("Day of the week"), time_of_day: z .enum(["breakfast", "lunch", "afternoon", "dinner", "late_night"]) .default("lunch") .describe("General time of day"), is_payday: z.boolean().default(false).describe("Is it payday?"), }, async ({ day_of_week, time_of_day, is_payday }) => { // Peak Burrito Pressure Algorithm const dayMultiplier = { monday: 0.7, tuesday: 0.6, wednesday: 0.8, thursday: 0.9, friday: 1.4, saturday: 1.3, sunday: 1.1, }[day_of_week]; const timeMultiplier = { breakfast: 0.3, lunch: 1.5, afternoon: 0.7, dinner: 1.3, late_night: 0.5, }[time_of_day]; const paydayBonus = is_payday ? 1.4 : 1.0; const randomChaos = 0.8 + Math.random() * 0.4; const baseLine = 12; const estimatedWait = Math.round(baseLine * dayMultiplier * timeMultiplier * paydayBonus * randomChaos); let pressure, recommendation; if (estimatedWait > 25) { pressure = "EXTREME"; recommendation = "mobile_order"; } else if (estimatedWait > 15) { pressure = "HIGH"; recommendation = "order_ahead"; } else if (estimatedWait > 8) { pressure = "MODERATE"; recommendation = "walk_in_acceptable"; } else { pressure = "LOW"; recommendation = "walk_right_in"; } const lines = [ "# Line Time Forecast", "", "```", " Burrito Congestion Prediction Engine", " =====================================", ` Day: ${day_of_week}`, ` Time: ${time_of_day}`, ` Payday: ${is_payday ? "YES (God help us)" : "No"}`, ` Estimated Wait: ~${estimatedWait} minutes`, ` Peak Burrito Pressure: ${pressure}`, ` Confidence: ${(60 + Math.random() * 30).toFixed(1)}%`, "```", "", `**Recommendation:** ${recommendation.replace(/_/g, " ")}`, "", ...(is_payday ? ["> Payday detected. Expect a 40% surge in guacamole orders."] : []), ...(pressure === "EXTREME" ? ["> WARNING: Line extends past the door. People are questioning their life choices."] : []), "", `> ${getRandomQuip()}`, ]; return { content: [{ type: "text", text: lines.join("\n") }] }; } );