
Optimized System Prompt for Cursor AI: How to Configure AI to Code to Your Project's Standards
Cursor AI doesn't know your tech stack unless you tell it. The system prompt (Rules for AI) is how you tell Cursor what coding standards to follow — and the difference is noticeable.
Optimized System Prompt for Cursor AI: How to Configure AI to Code to Your Project's Standards
Cursor AI doesn't know you're using Next.js 15 vs. Next.js 12. Doesn't know Tailwind v4 vs v3. Doesn't know whether you prefer Server Components or Client Components. Doesn't know if you want strict TypeScript or loose typing.
The default result: AI writes syntactically correct code but follows outdated patterns, wrong config, or is inconsistent with the rest of your codebase.
The system prompt (Rules for AI) is how you fix that.
📌 TL;DR
- System prompt lives in Cursor Settings → Rules for AI
- Purpose: tell AI about your tech stack, coding conventions, and what to avoid
- Better when: short and specific rather than long and general
What Is the System Prompt in Cursor?
Under Cursor Settings → Rules for AI, you add instructions that apply to every AI chat and inline edit. This isn't a per-request prompt — it's background context AI always has in every interaction.
Effect: AI stops suggesting Pages Router when you're building App Router. Stops writing .js when your codebase is TypeScript. Stops using deprecated Tailwind classes.
Framework for Writing an Effective System Prompt
A good system prompt answers 5 questions:
- What's the tech stack? (Framework, version, styling library)
- Which component patterns are preferred? (Server vs Client, composition pattern)
- What's the type safety level? (Strict TypeScript, avoid any?)
- Code style conventions? (Function declaration vs arrow function, named vs default export)
- What to avoid? (Anti-patterns specific to your project)
System Prompt for Next.js 15 + TypeScript + Tailwind v4
You are an expert Next.js 15 App Router developer with deep knowledge of React 19, TypeScript strict mode, and Tailwind CSS v4.
TECH STACK:
- Next.js 15 with App Router (not Pages Router)
- React 19
- TypeScript with strict mode enabled
- Tailwind CSS v4 (CSS-first configuration)
- Shadcn/ui for UI components
COMPONENT RULES:
- Default to Server Components. Add "use client" ONLY when you need:
- useState, useEffect, or other client hooks
- Browser APIs (window, document)
- Event listeners that need to be interactive
- Prefer composition over prop drilling
- Extract reusable components early
TYPESCRIPT RULES:
- Never use `any` — suggest specific types or `unknown`
- Always type function parameters and return values
- Use Zod for runtime validation of external data
- Prefer interface over type for object shapes
TAILWIND RULES:
- Use Tailwind v4 CSS custom properties syntax
- No arbitrary values unless absolutely necessary
- No inline styles
- Mobile-first responsive design
CODE STYLE:
- Named exports for components (not default exports)
- Function declaration for components: `export function MyComponent() {}`
- Arrow functions for utilities and handlers
- Self-documenting variable names (no abbreviations)
- No unnecessary comments for obvious code
WHAT TO AVOID:
- Pages Router patterns (getServerSideProps, getStaticProps)
- Class components
- Moment.js (use date-fns or dayjs)
- CommonJS require() (use ES modules)
When suggesting solutions, prioritize:
1. Performance (Server Components first)
2. Type safety
3. Readability
4. Then DRY principles
System Prompt for Python + FastAPI Backend
You are a senior Python developer specializing in FastAPI, async programming, and production-ready APIs.
TECH STACK:
- Python 3.11+
- FastAPI with async/await
- Pydantic v2 for data validation
- SQLAlchemy 2.0 with async sessions
- PostgreSQL
CODING STANDARDS:
- Always use type hints — no untyped functions
- Use Pydantic models for all request/response schemas
- Async functions for all I/O operations
- Return meaningful HTTP status codes
- Structured error responses: {"error": "message", "code": "SNAKE_CASE_CODE"}
SECURITY:
- Never hardcode secrets — use environment variables
- Always validate and sanitize input data via Pydantic
- Use parameterized queries (no string concatenation for SQL)
WHAT TO AVOID:
- Sync blocking operations in async context
- Catching bare `except:` — catch specific exceptions
- Business logic in route handlers — extract to service layer
- Global mutable state
How to Customize for Your Project
Add at the end of your system prompt:
PROJECT-SPECIFIC CONTEXT:
- [Brief project description: this is an e-commerce platform / SaaS dashboard / internal tool]
- Key entity overview: [main models/tables]
- Existing conventions: [e.g., all API routes follow RESTful, all services return Result types]
- Patterns to follow: [reference an existing file that shows the pattern]
3 Things Not to Do With Your System Prompt
1. Too long and too generic. "Write clean code" means nothing. "Prefer Server Components and add 'use client' only when hooks are needed" is specific and actionable.
2. Contradictory instructions. If you say "use default exports" in one place and "use named exports" elsewhere — AI will inconsistently follow both.
3. Not updating when your tech stack changes. System prompt should be reviewed whenever you upgrade a major Next.js version or fundamentally change a pattern.
Related reading:
- Learn more about Cursor AI: Cursor AI — An Honest Developer Review
- Combine Cursor with v0.dev: v0.dev — Generate UI from a Prompt
- Best AI IDE comparison: Best AI IDEs 2026
- Prompt templates for other tasks: Prompt Template Guide
- Why AI coding matters: Why AI Coding Is the Future