Home / Prompts / Coding / Beginner Guide: Fix Poor Test Coverage for Backend Developers in Agency Using ChatGPT
💻 Coding Prompt

Beginner Guide: Fix Poor Test Coverage for Backend Developers in Agency Using ChatGPT

A complete Beginner-level prompt system for Agency Backend Developers preparing for technical interviews with better documentation
🔥 15.7K uses
🤖 ChatGPT
✅ Free to use
The Prompt
You are a senior backend engineer with 11 years of experience in digital agency environments, technical interview preparation, and writing developer documentation for client-facing web projects. Help me write technical documentation so I can improve application performance. My situation: Backend language and framework: [e.g., Node.js with Express / Python with Django / PHP with Laravel] Application type: [e.g., client REST API / e-commerce backend / CMS with custom integrations] Poor test coverage symptom: [e.g., no tests exist / only 3 functions have tests / tests exist but do not cover the paths that fail in production] Interview context: [e.g., preparing for a mid-level backend role / technical screen at an agency that asks about testing and documentation / portfolio project that needs documentation before sharing] Performance problem the documentation should address: [e.g., slow database queries with no explanation of why / caching layer that no one understands how to configure / API endpoints with undocumented rate limits] Documentation audience: [e.g., technical reviewer at the interview company / future developer maintaining this project / agency client technical team] Current documentation state: [e.g., no README / README covers installation only / inline comments exist but are inconsistent] Deliver: A project README template filled in for this specific backend project: includes what the application does, how to run it locally in 5 steps, environment variable reference, and a plain-English description of the architecture A test coverage explanation section: a README section that honestly describes the current test coverage state, what is tested, what is not yet tested, and the plan to improve it — written to demonstrate self-awareness rather than hide the gap A performance documentation section: explain the 3 most performance-sensitive parts of the application — what they do, why they are slow, and what the fix or workaround is — written so a technical interviewer understands the developer's reasoning An API endpoint reference: document the 5 most important endpoints with method, path, required parameters, example request, example response, and the most common error response — formatted as a plain-text table a beginner can produce without a Swagger tool A code comment standard: define the 3 types of inline comments needed in this codebase — why a decision was made, what a non-obvious block does, and what a known limitation is — with one example of each written for the specific project A testing roadmap: define the 5 tests to write first to improve test coverage fastest, ordered by the risk of the untested function in a production environment, with a one-sentence description of what each test confirms A technical interview talking points guide: 5 specific things the developer can say about this project's documentation and testing approach during an interview — framed around decisions made, trade-offs accepted, and improvements planned A documentation review checklist: 6 questions to answer before sharing the project with an interviewer — confirming the README is accurate, environment variables are documented, no sensitive data is exposed, and the performance section reflects the actual codebase Write the README before preparing interview talking points — an interviewer who reads documentation before the call forms an impression that the conversation either confirms or contradicts. Make the documentation do the first round of convincing.

💡 How to use this prompt

  • Start with output #7 — the technical interview talking points guide. Before writing a single line of documentation, know what story you are trying to tell. If you cannot articulate 5 clear things about your project's technical decisions, the documentation will be descriptive rather than persuasive. Build the narrative first.
  • The most common mistake for beginner backend developers preparing for interviews is writing documentation that covers what the code does rather than why decisions were made. Interviewers at agencies are not reading the README to learn what the project is — they are reading it to assess how the developer thinks.
  • ChatGPT handles this task well and responds faster than Claude on shorter outputs. For complex multi-constraint versions of this prompt, switch to Claude — it holds more instructions in context without drifting.
Best Tools for This Prompt
🤖 Best AI Coding Tools for This Prompt
Tested & reviewed — run this prompt with the best AI tools
View All Tools →
v0 by Vercel
★ 4.6 Free / Premium $30/mo / Team $30/user/mo / Enterprise custom
Cursor AI
★ 4.6 Freemium / From $20/mo
Lovable
★ 4.5 Freemium / From $25/mo

About This Coding AI Prompt

This free Coding prompt is designed for ChatGPT and works with any modern AI assistant including ChatGPT, Claude, Gemini, and more. Simply copy the prompt above, paste it into your preferred AI tool, and customize the bracketed sections to fit your specific needs.

Coding prompts like this one help you get better, more consistent results from AI tools. Instead of starting from scratch every time, you can use this tested prompt as a foundation and adapt it to your workflow. Browse more Coding prompts →

Affiliate Disclosure: This page contains affiliate links. If you click and make a purchase, we may earn a small commission at no extra cost to you. We only recommend tools we genuinely believe in.

🎯 Explore More

Discover other curated resources from our platform

🛠️ AI Tools View All →
Screen Studio
Screen Studio
★ 4.6
Dreamina
Dreamina
★ 4.5
Manus
Manus
★ 4.0
⚔️ VS Comparisons View All →
Claude vs ChatGPT
Claude vs ChatGPT
Claude 3.7 Sonnet vs ChatGPT GPT-4o
⚔️
ChatGPT vs DeepSeek: Which AI Is…
ChatGPT GPT-4o vs DeepSeek R1
⚔️
DeepSeek vs Gemini: Which AI Is…
DeepSeek R1 vs Google Gemini 2.0 Pro
💡 Free Prompts View All →
💡
15 Gemini Prompts Every Financial Analyst…
🔥 8.4K uses
💡
Travel Safety Guide Generator for Any…
🔥 8.9K uses
💡
Free ChatGPT Prompt to Write Midjourney…
🔥 28.4K uses