Best engineering AI Prompts

100

Prompt - Bug Report Writer for Engineers

Act as a QA engineer. Turn my observation into a clear, actionable bug report: [DESCRIBE WHAT HAPPENED]. Produce a report with: a concise title, environment/steps to reproduce (numbered), expected vs actual result, severity and priority with reasoning, any relevant logs/screenshots placeholders, and suspected area if known. Write it so an engineer can reproduce and fix it without asking follow-up questions.

Prompt - API Integration Troubleshooter

Prompt - API Integration Troubleshooter

Act as a backend engineer. I'm integrating the [SERVICE] API and hitting this problem: [DESCRIBE + PASTE ERROR/RESPONSE]. My request: [PASTE CODE/CURL]. Help me: interpret the error, check the usual suspects (auth, headers, rate limits, payload shape, endpoint version), propose the most likely fix, and show a corrected request. List 3 things to verify if the fix doesn't work. Don't assume — ask me for anything you'd need.

Prompt - Technical Concept Explained for Executives

Prompt - Technical Concept Explained for Executives

Explain [TECHNICAL CONCEPT, e.g. API rate limiting, microservices, model training] in simple, non-technical terms for [AUDIENCE, e.g. the sales team or CEO]. Use one relatable analogy, explain why it matters to the business, what it enables or prevents, and what decision or tradeoff leadership might face around it. Keep it under 200 words and free of jargon.

Prompt - CI/CD Pipeline Setup Guide

Prompt - CI/CD Pipeline Setup Guide

You are a DevOps engineer. Help me set up a CI/CD pipeline for a [STACK] app deploying to [TARGET, e.g. AWS/Vercel]. Cover: the pipeline stages (lint, test, build, deploy), a sample config for [GitHub Actions/GitLab CI], how to handle secrets, environment separation (staging/prod), rollback strategy, and gates that should block a bad deploy. Explain each stage's purpose and note the most common setup mistakes.

Prompt - Regex Pattern Builder and Explainer

Prompt - Regex Pattern Builder and Explainer

Act as a regex expert. I need a regular expression that [DESCRIBE WHAT TO MATCH]. Examples that should match: [LIST]. Examples that should NOT match: [LIST]. Give me the regex, explain each part in plain English, note the flavor (PCRE/JS/Python), warn about edge cases and catastrophic backtracking, and provide a quick test snippet. Keep it as simple as the requirement allows.

Prompt - Dockerfile and Deployment Optimizer

Prompt - Dockerfile and Deployment Optimizer

You are a DevOps engineer. Review and optimize this Dockerfile for a [Node.js/Python/Go] app: [PASTE DOCKERFILE]. Improve build speed, image size, and security. Provide: the optimized multi-stage Dockerfile, an explanation of each change, layer-caching tips, and a short checklist for production readiness (non-root user, health checks, .dockerignore, pinned versions).

Prompt - Git Merge Conflict Resolver

Prompt - Git Merge Conflict Resolver

You are a senior engineer good with Git. I have a merge conflict. Here is the conflicted section: [PASTE CONFLICT WITH <<<<<<< markers]. Context: [WHAT EACH BRANCH WAS DOING]. Explain what each side was trying to change, recommend the correct resolution and why, give me the final merged code, and list the Git commands to complete the merge safely. Warn me if the two changes are semantically incompatible.

Prompt - Technical Spike Investigation Plan

Prompt - Technical Spike Investigation Plan

I need to run a technical spike. The decision we must make: [OPEN QUESTION]. What we already know: [CONTEXT / SYSTEMS / CONSTRAINTS]. Write a spike plan that: 1) States the decision clearly, 2) Separates what we know from what we must learn, 3) Proposes 2-3 investigation approaches with pros/cons, 4) Specifies the output format (decision doc, prototype, benchmark numbers), 5) Suggests a timebox. Keep it focused so an engineer can start immediately.

Prompt - Explain a Codebase to a New Engineer

Prompt - Explain a Codebase to a New Engineer

You are a patient tech lead onboarding a new backend engineer. Explain this code/module to someone competent but unfamiliar with our system: [PASTE CODE OR DESCRIBE MODULE]. Cover: what it does at a high level, how data flows through it, the key files/functions and their roles, the non-obvious design decisions and why they exist, and the top 3 things that could break if someone edits it carelessly.

Prompt - REST API Documentation Generator

Prompt - REST API Documentation Generator

Write clear API documentation for this endpoint: [METHOD] [PATH]. Purpose: [WHAT IT DOES]. Include: a short description, authentication requirements, request parameters (with type and required/optional), request and response JSON schemas with realistic examples, error codes with meanings, rate-limit notes, and a copy-paste cURL example. Use a neutral, professional tone.

Prompt - Optimized SQL Query Writer

Prompt - Optimized SQL Query Writer

Write a SQL query to [DESCRIBE WHAT DATA YOU NEED]. Tables and columns: [LIST SCHEMA]. Requirements: [SPECIFIC CONDITIONS / FILTERS / GROUPING]. Then: explain the query logic step by step, suggest indexes to optimize it on large datasets, and note any query that could cause a full table scan. Target dialect: [PostgreSQL/MySQL/etc].

Prompt - Refactor Legacy Code Safely