Engineers spend more time on communication and documentation than most people realize — writing PR descriptions, explaining architectural decisions, responding to bug reports, onboarding new teammates.
ChatGPT doesn't write your code for you. But it does eliminate the 20 minutes you spend staring at a blank PR description or figuring out how to phrase a delicate code review comment.
10 prompts below. Copy, paste, adapt. All tested for real dev workflows.
Code Review & Pull Requests
PRs and code reviews are the highest-friction collaboration points in any engineering team. These four prompts remove the blank-page problem from the most common review workflows.
1. PR Description Writer
The Prompt
Write a clear pull request description for the following code change. Include: what changed and why, any breaking changes, how to test it, and any follow-up work needed. Code diff: [paste diff here]
Why it works: Forces structure on PRs so reviewers actually read them — catches missing context before review starts.
2. Code Review Comment
The Prompt
Write a constructive code review comment for the following code. Be specific about the issue, explain why it matters, and suggest an improvement. Tone: direct but collegial, not harsh. Code: [paste code here]
Why it works: Turns vague review notes ("this is wrong") into actionable, kind feedback that actually gets addressed.
3. Commit Message Generator
The Prompt
Write a concise git commit message (imperative mood, under 72 characters) for the following change. Then write an optional extended description (2-3 sentences). Change summary: [describe change]
Why it works: Consistent commit history makes git log actually useful — takes 5 seconds instead of 2 minutes.
4. Bug Report Writer
The Prompt
Write a detailed bug report for the following issue. Include: steps to reproduce, expected behavior, actual behavior, environment details, and any relevant logs. Issue: [describe the bug]
Why it works: Good bug reports get fixed faster — bad ones sit in the backlog for weeks.
These prompts are just the start.
The Flux Prompt Pack includes 50+ prompts for developers, marketers, and founders — all structured, tested, and ready to copy.
Get the Prompt Pack — $19 →Documentation & Technical Writing
Nobody likes writing docs. These three prompts make it fast enough that you might actually do it.
5. README Generator
The Prompt
Write a README for the following project. Include: one-sentence description, why it exists, installation steps, usage examples, configuration options, and contributing guidelines. Project: [describe your project]
Why it works: A good README makes the project usable by others (and future you) — most devs skip it until it's too late.
6. Architecture Decision Record
The Prompt
Write an Architecture Decision Record (ADR) for the following technical decision. Include: context, the decision made, alternatives considered, consequences (positive and negative). Decision: [describe the decision]
Why it works: ADRs prevent "why did we do this?" conversations 6 months later — 10 minutes now saves hours of archaeology later.
7. Code Explanation for Non-Engineers
The Prompt
Explain the following code to a non-technical stakeholder in plain English. Focus on what it does and why it matters, not how it works internally. Code: [paste code]
Why it works: Bridges the gap between engineering and product/business — cuts down on "can you just explain what this does?" Slack threads.
Debugging & Problem Solving
Debugging and estimation are where senior devs spend a disproportionate amount of time. These three prompts structure that thinking so you move faster.
8. Error Message Debugger
The Prompt
Help me debug this error. Explain what the error means, the most likely causes, and give me 3 specific things to check or try. Error: [paste error message]. Context: [describe what you were doing when it happened]
Why it works: Structured debugging beats random Googling — forces you to give the AI enough context to actually help.
9. Refactoring Advisor
The Prompt
Review the following code and suggest 3 specific refactoring improvements. For each, explain the problem, the improvement, and the benefit. Focus on readability, maintainability, and simplicity — not clever optimizations. Code: [paste code]
Why it works: Fresh eyes on your own code — surfaces the stuff you stop seeing after staring at it for hours.
10. Story Point Estimator
The Prompt
Estimate story points for the following development task using Fibonacci scale (1, 2, 3, 5, 8, 13). Explain your reasoning, list assumptions, and flag any unknowns that could affect the estimate. Task: [describe the task]
Why it works: Estimation is hard — this structures the thinking and surfaces hidden complexity before sprint planning.
Ultimate ChatGPT Prompt Pack
$19 one-time
50+ structured prompts for developers, marketers, and founders. Copy, paste, ship.
No-Code Automation Starter Kit
$27 one-time
Automate the repetitive parts of your workflow — no code required.