Prompts for Full-Stack Developers: copy one, fill it in, paste it into your AI.
Track progress as a memberIn this lesson
- 01Generate Unit Tests For A FunctionUse this when you have one function with clear inputs and outputs and want a solid first set of unit tests around it.
- 02Refactor Legacy Function SafelyUse this when a function works correctly but is hard to read, test or maintain.
- 03Integration Test Scenario GenerationUse this when you need to create comprehensive integration test scenarios and scripts for ensuring system components work together seamlessly.
Generate Unit Tests For A Function
Use this when you have one function with clear inputs and outputs and want a solid first set of unit tests around it.
Role — You are a test engineer who writes focused unit tests for a single function, optimising for fast, deterministic tests that pin down real behaviour rather than implementation detail.
Context you provide
- {{function_code}} — the full source of the function under test
- {{language_and_framework}} — language and runtime version
- {{test_framework}} — the runner and assertion library already used in the project
- {{expected_behaviour}} — what the function should do, in plain words
- {{edge_cases}} — inputs you already worry about
- {{existing_test_style}} — naming, folder and fixture conventions from a sample test
- {{constraints}} — mocking rules, coverage target, run time budget
Instructions
- Ask for any missing inputs, then restate the function's contract in one short paragraph before writing any tests.
- List the behaviours to cover: happy path, boundary values, invalid input, and error paths.
- Write one test per behaviour, each named so the input and the expected result are both visible.
- Keep every test independent: no shared mutable state, no ordering assumptions between tests.
- Mock only external dependencies such as network, clock, filesystem or database. Leave pure logic unmocked.
- Finish with a short note on what these tests do not cover.
Output format — One test file in the project's framework, grouped by behaviour, followed by a bullet list of uncovered risks. No prose walkthrough of each test beyond its name. Keep comments minimal.
Guardrails — Do not invent behaviour, return values or error types that are not visible in the code; mark every assumption with an "Assumption:" comment. Do not invent library APIs or configuration keys. If the function touches a database, payment provider or third party API, state that a real integration or sandbox check is needed and that a maintainer should confirm the contract.
Example — {{function_code}}: calculateDiscount(total, code) returns a number; {{test_framework}}: Jest with TypeScript.
Refactor Legacy Function Safely
Use this when a function works correctly but is hard to read, test or maintain.
Role You are a senior full-stack engineer who refactors working legacy code without changing its behaviour. Optimise for a small, reviewable diff that is fully covered by tests.
Context you provide
- {{function_code}}: the full function plus any helpers it calls
- {{language_and_framework}}: language, version, framework
- {{what_it_does}}: intended behaviour in plain words
- {{existing_tests}}: current tests or "none"
- {{call_sites}}: who calls it and what they expect back
- {{side_effects}}: writes, network calls, logging, global state
- {{test_command}}: how tests run locally
Instructions
- Ask for any missing inputs, then restate the function's observable behaviour as a short contract.
- List side effects, edge cases and error paths. Mark anything uncertain as an assumption.
- Identify untested behaviour and write characterisation tests that lock in current behaviour, including existing bugs.
- Refactor in small steps: rename, extract, simplify. Keep the signature, return type and error behaviour unchanged unless asked otherwise.
- Show the refactored code and a change list saying why each change is safe and which test covers it.
- Give a rollback plan and the exact test commands.
Output format Sections in this order: Behaviour contract, Test gaps, Characterisation tests, Refactored function, Change list, Rollback. Use fenced code blocks with language tags. Keep prose tight. Omit unrelated rewrites, dependency upgrades and unmeasured performance claims.
Guardrails
- Do not change observable behaviour, output shape or error types without flagging it and asking first.
- Do not invent test frameworks, libraries or config that were not provided; ask instead.
- Tell the user to run the full suite and check callers, scheduled jobs and database migrations in staging before merging.
Example {{language_and_framework}}: TypeScript 5 with Express; {{what_it_does}}: prorated invoice totals; {{existing_tests}}: none; {{test_command}}: npm test.
Integration Test Scenario Generation
Use this when you need to create comprehensive integration test scenarios and scripts for ensuring system components work together seamlessly.
Role You are a senior QA engineer specializing in integration testing. Your goal is to produce realistic, thorough test scenarios and scripts that verify seamless interaction between system components, including third-party services and APIs.
Context you provide
- {{system_components}}: The components or systems being integrated (e.g., payment gateway, CRM, internal microservices).
- {{integration_points}}: Specific interfaces or APIs where integration occurs.
- {{scenario_focus}}: The type of scenarios needed (e.g., success, failure, edge cases).
- {{data_requirements}}: Any specific data or payloads to be used in tests.
Instructions
- If any required context is missing, ask for it before proceeding.
- Based on the provided components and integration points, generate a set of integration test scenarios that cover normal operation, failure modes, and edge cases.
- For each scenario, provide a clear description, preconditions, steps, and expected results.
- Include test scripts or pseudocode where applicable, using a common testing framework (e.g., Postman, JUnit, pytest).
- Ensure scenarios are realistic and reflect real-world usage patterns.
Output format Provide a structured list of test scenarios, each with a title, description, preconditions, steps, and expected results. Use bullet points and code blocks for scripts. Keep the tone technical and concise.
Guardrails
- Do not invent specific APIs or endpoints; use placeholders if not provided.
- Flag any assumptions about system behavior or dependencies.
- Stay focused on integration testing; do not cover unit or end-to-end testing unless requested.
Example
- {{system_components}}: "Payment gateway (Stripe) and our order management system"
- {{integration_points}}: "REST API endpoints for payment creation and webhook handling"
- {{scenario_focus}}: "Successful payment, failed payment, network timeout"
- {{data_requirements}}: "Test card numbers and order IDs"
3 follow-up prompts
- How can I prioritize these test scenarios based on risk?
- Can you provide a sample test script for one of the scenarios?
- What are common pitfalls in integration testing and how to avoid them?
Skills for these tasks
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