How to use Prisma in Cursor
Cursor is an AI-powered code editor designed to boost productivity by automating repetitive coding tasks. When paired with Prisma, a robust and type-safe toolkit for database workflows, it becomes a powerful solution for managing and optimizing database schemas, queries, and data seeding.
This guide provides detailed instructions for effectively using Prisma with Cursor to:
- Define project-specific best practices with
.cursorrules
. - Using Cursor's context-aware capabilities.
- Generate schemas, queries, and seed data tailored to your database.
While this guide is focused on Cursor, these patterns should work with any AI editor. Let us know on X if you'd like us to create guides for your preferred tool!
Defining project-specific rules with .cursorrules
The .cursorrules
file in Cursor allows you to enforce best practices and development standards tailored to your Prisma projects. By defining clear and consistent rules, you can ensure that Cursor generates clean, maintainable, and project-specific code with minimal manual adjustments.
To implement these rules, create a .cursorrules
file in the root of your project. Below is an example configuration:
Example .cursorrules
file
.cursorrules
fileYou are a senior TypeScript/JavaScript programmer with expertise in Prisma, clean code principles, and modern backend development.
Generate code, corrections, and refactorings that comply with the following guidelines:
TypeScript General Guidelines
Basic Principles
- Use English for all code and documentation.
- Always declare explicit types for variables and functions.
- Avoid using "any".
- Create precise, descriptive types.
- Use JSDoc to document public classes and methods.
- Maintain a single export per file.
- Write self-documenting, intention-revealing code.
Nomenclature
- Use PascalCase for classes and interfaces.
- Use camelCase for variables, functions, methods.
- Use kebab-case for file and directory names.
- Use UPPERCASE for environment variables and constants.
- Start function names with a verb.
- Use verb-based names for boolean variables:
- isLoading, hasError, canDelete
- Use complete words, avoiding unnecessary abbreviations.
- Exceptions: standard abbreviations like API, URL
- Accepted short forms:
- i, j for loop indices
- err for errors
- ctx for contexts
Functions
- Write concise, single-purpose functions.
- Aim for less than 20 lines of code.
- Name functions descriptively with a verb.
- Minimize function complexity:
- Use early returns.
- Extract complex logic to utility functions.
- Leverage functional programming techniques:
- Prefer map, filter, reduce.
- Use arrow functions for simple operations.
- Use named functions for complex logic.
- Use object parameters for multiple arguments.
- Maintain a single level of abstraction.
Data Handling
- Encapsulate data in composite types.
- Prefer immutability.
- Use readonly for unchanging data.
- Use as const for literal values.
- Validate data at the boundaries.
Error Handling
- Use specific, descriptive error types.
- Provide context in error messages.
- Use global error handling where appropriate.
- Log errors with sufficient context.
Prisma-Specific Guidelines
Schema Design
- Use meaningful, domain-driven model names.
- Leverage Prisma schema features:
- Use @id for primary keys.
- Use @unique for natural unique identifiers.
- Utilize @relation for explicit relationship definitions.
- Keep schemas normalized and DRY.
- Use meaningful field names and types.
- Implement soft delete with deletedAt timestamp.
- Use Prisma's native type decorators.
Prisma Client Usage
- Always use type-safe Prisma client operations.
- Prefer transactions for complex, multi-step operations.
- Use Prisma middleware for cross-cutting concerns:
- Logging
- Soft delete
- Auditing
- Handle optional relations explicitly.
- Use Prisma's filtering and pagination capabilities.
Database Migrations
- Create migrations for schema changes.
- Use descriptive migration names.
- Review migrations before applying.
- Never modify existing migrations.
- Keep migrations idempotent.
Error Handling with Prisma
- Catch and handle Prisma-specific errors:
- PrismaClientKnownRequestError
- PrismaClientUnknownRequestError
- PrismaClientValidationError
- Provide user-friendly error messages.
- Log detailed error information for debugging.
Testing Prisma Code
- Use in-memory database for unit tests.
- Mock Prisma client for isolated testing.
- Test different scenarios:
- Successful operations
- Error cases
- Edge conditions
- Use factory methods for test data generation.
- Implement integration tests with actual database.
Performance Considerations
- Use select and include judiciously.
- Avoid N+1 query problems.
- Use findMany with take and skip for pagination.
- Leverage Prisma's distinct for unique results.
- Profile and optimize database queries.
Security Best Practices
- Never expose raw Prisma client in APIs.
- Use input validation before database operations.
- Implement row-level security.
- Sanitize and validate all user inputs.
- Use Prisma's built-in protections against SQL injection.
Coding Style
- Keep Prisma-related code in dedicated repositories/modules.
- Separate data access logic from business logic.
- Create repository patterns for complex queries.
- Use dependency injection for Prisma services.
Code Quality
- Follow SOLID principles.
- Prefer composition over inheritance.
- Write clean, readable, and maintainable code.
- Continuously refactor and improve code structure.
Development Workflow
- Use version control (Git).
- Implement comprehensive test coverage.
- Use continuous integration.
- Perform regular code reviews.
- Keep dependencies up to date.
This file ensures consistent and maintainable code generation, reducing manual intervention while improving project quality.
Using Cursor's context-aware capabilities
Cursor’s context-aware capabilities let you add specific websites, files, folders or documentation to enhance its understanding of your project. By adding your schema.prisma
file as context, you enable Cursor to generate more accurate queries, tests, and seed data based on your database schema.
Adding additional Prisma documentation
Cursor already includes built-in context from Prisma documentation, so you don't need to add anything to make us of our docs! You can view the existing resources Cursor uses here.
To stay updated with the latest changes or incorporate additional context, add these resources as @Docs
context:
- Prisma Changelog for updates and new features.
- Prisma Blog for practical guides and best practices.
To learn how to add and manage documentation context, visit the Cursor documentation.
Using schema as context
Add your schema.prisma
file (or the entire codebase) as context using the @Files
syntax before requesting queries, tests, or seed scripts. This allows Cursor to generate precise, schema-driven outputs such as queries, tests, and seed data. For example, in Cursor Chat, you can include your schema by typing @Files
followed by adding your schema.prisma
file.
Generating Prisma Schema
Cursor can generate Prisma schemas from high-level descriptions, enabling you to quickly establish a solid foundation for your database schema. By providing a clear and detailed prompt, Cursor creates Prisma schemas tailored to your requirements. Whether you need a general foundational schema or a highly specific one for detailed use cases, Cursor can deliver with precision. Here’s an example prompt and its corresponding result:
If you run the prompts below, you may receive a different outputs because LLMs produce non-deterministic responses.
- Prompt to generate Prisma schema
- Result
“Create a Prisma schema for a SaaS app using PostgreSQL as a provider with `User`, `Organization`, and `Subscription` models, ensuring all models include `createdAt` and `updatedAt` DateTime fields with defaults, a soft-delete `deletedAt` field, and proper relationships between entities."
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model User {
id Int @id @default(autoincrement())
email String @unique
name String
password String
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
deletedAt DateTime?
organization Organization @relation(fields: [organizationId], references: [id])
organizationId Int
role UserRole @default(MEMBER)
}
model Organization {
id Int @id @default(autoincrement())
name String
slug String @unique
subscription Subscription?
users User[]
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
deletedAt DateTime?
}
model Subscription {
id Int @id @default(autoincrement())
organization Organization @relation(fields: [organizationId], references: [id])
organizationId Int @unique
plan SubscriptionPlan
status SubscriptionStatus @default(ACTIVE)
startDate DateTime
endDate DateTime?
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
deletedAt DateTime?
}
enum UserRole {
ADMIN
MEMBER
}
enum SubscriptionPlan {
FREE
BASIC
PREMIUM
ENTERPRISE
}
enum SubscriptionStatus {
ACTIVE
CANCELED
EXPIRED
PAST_DUE
}
Generating Prisma queries
Cursor can help you create queries tailored to your Prisma schema, whether for basic data retrieval or complex, optimized operations. To get the best results, focus on writing clear, specific prompts that define your requirements, such as the fields to include, conditions to apply, and relationships to traverse. This ensures Cursor generates accurate, performant, and type-safe queries. Here’s an example prompt and its resulting query:
- Prompt to generate a database query
- Result
"Generate a query to retrieve all User records associated with an Organization that has an `active` Subscription, while excluding any records where the deletedAt field is set."
const activeUsers = await prisma.user.findMany({
where: {
deletedAt: null,
organization: {
deletedAt: null,
subscription: {
deletedAt: null,
status: 'ACTIVE'
}
}
},
include: {
organization: {
include: {
subscription: true
}
}
},
orderBy: {
createdAt: 'desc'
},
skip: 0,
take: 10
});
Creating seed files with Cursor
Writing seed scripts can be a tedious process, but Cursor simplifies it by quickly generating structured and organized seed code. By providing clear instructions, you can guide Cursor to create scripts that populate your database with realistic data, including handling relationships and complex structures defined in your schema. Here’s an example prompt and its resulting seed script:
- Prompt to seed the database
- Result
"Generate code to populate the Prisma schema with realistic data for the User, Organization, and Subscription models, ensuring all necessary fields are included."
import {
PrismaClient,
UserRole,
SubscriptionPlan,
SubscriptionStatus,
} from "@prisma/client";
const prisma = new PrismaClient();
async function main() {
// Clear existing data
await prisma.user.deleteMany();
await prisma.subscription.deleteMany();
await prisma.organization.deleteMany();
const organizations = [
{
name: "Tech Innovators",
slug: "tech-innovators",
subscription: {
plan: SubscriptionPlan.ENTERPRISE,
status: SubscriptionStatus.ACTIVE,
startDate: new Date("2024-01-01"),
},
users: [
{
name: "Emma Thompson",
email: "emma@techinnovators.com",
role: UserRole.ADMIN,
password: "password123",
},
{
name: "Michael Chen",
email: "michael@techinnovators.com",
role: UserRole.MEMBER,
password: "password123",
},
],
},
{
name: "Digital Solutions",
slug: "digital-solutions",
subscription: {
plan: SubscriptionPlan.PREMIUM,
status: SubscriptionStatus.ACTIVE,
startDate: new Date("2024-01-15"),
},
users: [
{
name: "Sarah Wilson",
email: "sarah@digitalsolutions.com",
role: UserRole.ADMIN,
password: "password123",
},
{
name: "James Miller",
email: "james@digitalsolutions.com",
role: UserRole.MEMBER,
password: "password123",
},
],
},
{
name: "Cloud Systems",
slug: "cloud-systems",
subscription: {
plan: SubscriptionPlan.BASIC,
status: SubscriptionStatus.ACTIVE,
startDate: new Date("2024-02-01"),
},
users: [
{
name: "David Garcia",
email: "david@cloudsystems.com",
role: UserRole.ADMIN,
password: "password123",
},
{
name: "Lisa Wang",
email: "lisa@cloudsystems.com",
role: UserRole.MEMBER,
password: "password123",
},
],
},
{
name: "Data Analytics Co",
slug: "data-analytics",
subscription: {
plan: SubscriptionPlan.PREMIUM,
status: SubscriptionStatus.ACTIVE,
startDate: new Date("2024-01-10"),
},
users: [
{
name: "Alex Johnson",
email: "alex@dataanalytics.com",
role: UserRole.ADMIN,
password: "password123",
},
{
name: "Rachel Kim",
email: "rachel@dataanalytics.com",
role: UserRole.MEMBER,
password: "password123",
},
],
},
{
name: "Smart Solutions",
slug: "smart-solutions",
subscription: {
plan: SubscriptionPlan.FREE,
status: SubscriptionStatus.ACTIVE,
startDate: new Date("2024-02-15"),
},
users: [
{
name: "Daniel Brown",
email: "daniel@smartsolutions.com",
role: UserRole.ADMIN,
password: "password123",
},
{
name: "Maria Rodriguez",
email: "maria@smartsolutions.com",
role: UserRole.MEMBER,
password: "password123",
},
],
},
];
for (const org of organizations) {
const createdOrg = await prisma.organization.create({
data: {
name: org.name,
slug: org.slug,
subscription: {
create: {
plan: org.subscription.plan,
status: org.subscription.status,
startDate: org.subscription.startDate,
},
},
},
});
for (const user of org.users) {
await prisma.user.create({
data: {
name: user.name,
email: user.email,
password: user.password,
role: user.role,
organizationId: createdOrg.id,
},
});
}
}
console.log("Seed data created successfully");
}
main()
.catch((e) => {
console.error(e);
process.exit(1);
})
.finally(async () => {
await prisma.$disconnect();
});
Additional resources
In summary, using Cursor with Prisma simplifies your workflow, from generating schemas and queries to writing seed scripts. By following this guide, you can save time, reduce errors, and focus on building your application.
Learn more about Cursor in their official documentation.
For more information and updates from Prisma: