Developers who master AI code 10x faster. These prompts are optimized for daily development tasks: debugging, code review, documentation, testing, and architecture. Use them as templates and adapt to your needs.
Review
Debug
Docs
Tests
Archi
SQL
Git
API
Pro tip
Always include: language/framework, version, execution context, and expected vs actual behavior. The more precise the context, the better the generated code.
12 essential prompts for developers
Code Review Expert
Code Review
Any
Review this code for: 1) Bugs and edge cases, 2) Performance issues (time/space complexity), 3) Security vulnerabilities (injection, XSS, etc.), 4) Best practices violations, 5) Readability improvements. Suggest fixes with code examples. ```[language] [paste code] ```
Debug Assistant
Debugging
Any
I have this error: [error message] Code context: ```[language] [paste code] ``` Environment: [Node version, browser, OS] Explain: 1) What the error means, 2) Root cause analysis, 3) Step-by-step fix, 4) How to prevent it in the future.
System Architecture Designer
Architecture
System Design
Design a scalable architecture for [application type] with these requirements: - Expected users: [number] - Key features: [list] - Constraints: [budget, team size, timeline] Include: 1) System diagram description, 2) Technology stack with justification, 3) Data flow, 4) Scaling strategy, 5) Potential bottlenecks and solutions.
Test Case Generator
Testing
Any
Generate comprehensive test cases for this function: ```[language] [paste function] ``` Include: 1) Unit tests (happy path) 2) Edge cases (null, empty, boundary values) 3) Error scenarios 4) Integration test ideas 5) Performance test suggestions Use [testing framework] syntax.
Documentation Writer
Documentation
Any
Write comprehensive documentation for this code: ```[language] [paste code] ``` Include: 1) Overview and purpose 2) Function/class descriptions with JSDoc/docstrings 3) Parameters and return types 4) Usage examples (3 different scenarios) 5) Error handling notes 6) Common pitfalls
Refactoring Guide
Refactoring
Any
Refactor this code to improve: - Readability (clear naming, structure) - Maintainability (SOLID principles) - Performance (algorithmic improvements) - Testability (dependency injection) ```[language] [paste code] ``` For each change, explain WHY it improves the code.
REST API Designer
API Design
REST
Design a RESTful API for [feature/resource]. Requirements: [list requirements] Include: 1) Endpoints (method, path, description) 2) Request/response schemas (JSON) 3) Authentication approach (JWT, OAuth) 4) Error response format 5) Pagination strategy 6) Rate limiting recommendations 7) OpenAPI/Swagger snippet
SQL Query Optimizer
Database
SQL
Optimize this SQL query for performance: ```sql [paste query] ``` Table info: [describe tables and indexes] Data volume: [approximate row counts] Provide: 1) Execution plan analysis 2) Suggested indexes 3) Query rewrites 4) Estimated improvement 5) Alternative approaches
Regex Builder
Regex
Any
Create a regex pattern that matches: [description] Examples of valid inputs: [list] Examples of invalid inputs: [list] Provide: 1) The pattern with flags 2) Explanation of each part 3) Code example in [language] 4) Edge cases handled 5) Performance considerations
Git Recovery Expert
Git
Git
Git scenario: [describe what happened and what you want to achieve] Current state: - Branch: [branch name] - Recent commits: [describe] - Error (if any): [error message] Provide: 1) Exact commands to run 2) Explanation of each command 3) Potential risks 4) How to verify success 5) Prevention tips
Security Audit
Security
Any
Perform a security audit on this code: ```[language] [paste code] ``` Context: [web app, API, CLI, etc.] Check for: 1) Injection vulnerabilities (SQL, XSS, Command) 2) Authentication/authorization issues 3) Data exposure risks 4) Input validation gaps 5) Cryptographic weaknesses Provide severity ratings (Critical/High/Medium/Low).
Migration Planner
Migration
Any
Plan a migration from [old technology] to [new technology] for [project type]. Current state: [describe current setup] Goals: [performance, maintainability, etc.] Constraints: [downtime tolerance, team expertise, budget] Provide: 1) Migration strategy (big bang vs incremental) 2) Step-by-step plan with timeline 3) Risk assessment 4) Rollback strategy 5) Testing approach
Which model for which task?
| Task | GPT-4 | Claude | Gemini |
|---|---|---|---|
| Debugging | ⭐⭐⭐ | ⭐⭐⭐ | ⭐⭐ |
| Code Review | ⭐⭐⭐ | ⭐⭐⭐ | ⭐⭐ |
| Long context | ⭐⭐ | ⭐⭐⭐ | ⭐⭐⭐ |
| Generation | ⭐⭐⭐ | ⭐⭐ | ⭐⭐ |
| Explanation | ⭐⭐⭐ | ⭐⭐⭐ | ⭐⭐ |
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