DB Seed Generator
Before generating any output, read config/defaults.md and adapt all patterns, imports, and code examples to the user's configured stack.
Process
- Read
schema.prisma and extract all models, fields, types, constraints, relations, and enums.
- Determine dependency order: models with no required relations first, then models that depend on them.
- Generate a
prisma/seed.ts file with realistic fake data that respects all constraints.
- Output a ready-to-run seed file.
Dependency Ordering
Build a directed graph of model dependencies from @relation fields. Topologically sort so parent records are created before children.
User (no deps) → create first
Organization (no deps) → create first
Post (depends on User) → create second
Comment (depends on User, Post) → create third
If circular dependencies exist, use a two-pass approach: create records with required fields first, then update with optional relation fields.
Data Generation Rules
Field Name Conventions
Generate realistic values based on field names:
| Pattern |
Generated value |
firstName |
"Elena", "Marcus", "Priya" |
lastName |
"Rodriguez", "Chen", "Okafor" |
name (on User) |
"Elena Rodriguez" |
email |
"elena.rodriguez@example.com" |
phone |
"555-0101", "555-0102" |
avatarUrl, imageUrl |
"https://example.com/avatars/1.jpg" |
url, website |
"https://example.com" |
title (on Post/Article) |
Realistic short sentences |
content, body, description |
1-3 realistic sentences |
slug |
Derived from title: "realistic-short-sentence" |
price, amount |
Realistic numbers like 29.99, 149.00 |
quantity, count |
Small integers: 1-100 |
createdAt, updatedAt |
Dates spread over the last 90 days |
publishedAt |
Either null or a date after createdAt |
isActive, isPublished |
Mix of true/false |
role (enum) |
Distribute across valid enum values |
password |
Pre-hashed placeholder: "$2b$10$..." — never plaintext |
Constraints
@unique: Ensure every value is unique. Use index suffixes: "user1@example.com", "user2@example.com".
@id @default(cuid()): Omit from create calls — let the database generate them.
@default(now()): Omit or set explicit dates for predictable ordering.
@default(value): Omit to use the default, or set explicitly for variety.
- Enums: Only use values defined in the enum.
Int, Float: Respect @db.SmallInt, @db.Decimal(10,2) etc.
Relations
- One-to-many: Create the "one" side first, reference its ID on the "many" side.
- Many-to-many (implicit): Use
connect syntax after both sides exist.
- Self-referencing: Create root records first (no parent), then children pointing to them.
- Required relations: Always satisfy — never leave a required FK null.
- Optional relations: Mix of connected and null.
Output Template
import { PrismaClient } from "@prisma/client";
const prisma = new PrismaClient();
async function main() {
// Clear existing data (reverse dependency order)
await prisma.comment.deleteMany();
await prisma.post.deleteMany();
await prisma.user.deleteMany();
// Seed in dependency order
const users = await Promise.all([
prisma.user.upsert({
where: { email: "elena.rodriguez@example.com" },
update: {},
create: {
email: "elena.rodriguez@example.com",
name: "Elena Rodriguez",
// ... fields
},
}),
// ... more users
]);
// Use createMany for bulk inserts where relations allow
await prisma.post.createMany({
data: [
{ title: "...", authorId: users[0].id },
// ...
],
});
console.log("Seeded: X users, Y posts, Z comments");
}
main()
.catch((e) => {
console.error(e);
process.exit(1);
})
.finally(() => prisma.$disconnect());
Scale Parameter
When the user specifies a count (e.g., "seed 50 users"), generate that many records. Default to 5-10 records per model. Use createMany for bulk inserts where possible. Wrap large seeds in a prisma.$transaction().
Upsert Pattern
Use upsert on a unique field to make the seed idempotent — safe to run multiple times.
Reference
See references/seed-patterns.md for dependency ordering details, realistic data patterns, and performance tips.
Converted and distributed by TomeVault — claim your Tome and manage your conversions.
1---2name: db-seed-generator3description: Generate realistic database seed data from a Prisma schema. Use when asked to generate seed data, create test data, populate the database, seed the DB, or create fixtures. Use when this capability is needed.4---56# DB Seed Generator78Before generating any output, read `config/defaults.md` and adapt all patterns, imports, and code examples to the user's configured stack.910## Process11121. Read `schema.prisma` and extract all models, fields, types, constraints, relations, and enums.132. Determine dependency order: models with no required relations first, then models that depend on them.143. Generate a `prisma/seed.ts` file with realistic fake data that respects all constraints.154. Output a ready-to-run seed file.1617## Dependency Ordering1819Build a directed graph of model dependencies from `@relation` fields. Topologically sort so parent records are created before children.2021```22User (no deps) → create first23Organization (no deps) → create first24Post (depends on User) → create second25Comment (depends on User, Post) → create third26```2728If circular dependencies exist, use a two-pass approach: create records with required fields first, then update with optional relation fields.2930## Data Generation Rules3132### Field Name Conventions3334Generate realistic values based on field names:3536| Pattern | Generated value |37|---|---|38| `firstName` | `"Elena"`, `"Marcus"`, `"Priya"` |39| `lastName` | `"Rodriguez"`, `"Chen"`, `"Okafor"` |40| `name` (on User) | `"Elena Rodriguez"` |41| `email` | `"elena.rodriguez@example.com"` |42| `phone` | `"555-0101"`, `"555-0102"` |43| `avatarUrl`, `imageUrl` | `"https://example.com/avatars/1.jpg"` |44| `url`, `website` | `"https://example.com"` |45| `title` (on Post/Article) | Realistic short sentences |46| `content`, `body`, `description` | 1-3 realistic sentences |47| `slug` | Derived from title: `"realistic-short-sentence"` |48| `price`, `amount` | Realistic numbers like `29.99`, `149.00` |49| `quantity`, `count` | Small integers: `1`-`100` |50| `createdAt`, `updatedAt` | Dates spread over the last 90 days |51| `publishedAt` | Either `null` or a date after `createdAt` |52| `isActive`, `isPublished` | Mix of `true`/`false` |53| `role` (enum) | Distribute across valid enum values |54| `password` | Pre-hashed placeholder: `"$2b$10$..."` — never plaintext |5556### Constraints5758- **`@unique`**: Ensure every value is unique. Use index suffixes: `"user1@example.com"`, `"user2@example.com"`.59- **`@id @default(cuid())`**: Omit from create calls — let the database generate them.60- **`@default(now())`**: Omit or set explicit dates for predictable ordering.61- **`@default(value)`**: Omit to use the default, or set explicitly for variety.62- **Enums**: Only use values defined in the enum.63- **`Int`, `Float`**: Respect `@db.SmallInt`, `@db.Decimal(10,2)` etc.6465### Relations6667- **One-to-many**: Create the "one" side first, reference its ID on the "many" side.68- **Many-to-many** (implicit): Use `connect` syntax after both sides exist.69- **Self-referencing**: Create root records first (no parent), then children pointing to them.70- **Required relations**: Always satisfy — never leave a required FK null.71- **Optional relations**: Mix of connected and null.7273## Output Template7475```typescript76import { PrismaClient } from "@prisma/client";7778const prisma = new PrismaClient();7980async function main() {81 // Clear existing data (reverse dependency order)82 await prisma.comment.deleteMany();83 await prisma.post.deleteMany();84 await prisma.user.deleteMany();8586 // Seed in dependency order87 const users = await Promise.all([88 prisma.user.upsert({89 where: { email: "elena.rodriguez@example.com" },90 update: {},91 create: {92 email: "elena.rodriguez@example.com",93 name: "Elena Rodriguez",94 // ... fields95 },96 }),97 // ... more users98 ]);99100 // Use createMany for bulk inserts where relations allow101 await prisma.post.createMany({102 data: [103 { title: "...", authorId: users[0].id },104 // ...105 ],106 });107108 console.log("Seeded: X users, Y posts, Z comments");109}110111main()112 .catch((e) => {113 console.error(e);114 process.exit(1);115 })116 .finally(() => prisma.$disconnect());117```118119## Scale Parameter120121When the user specifies a count (e.g., "seed 50 users"), generate that many records. Default to 5-10 records per model. Use `createMany` for bulk inserts where possible. Wrap large seeds in a `prisma.$transaction()`.122123## Upsert Pattern124125Use `upsert` on a unique field to make the seed idempotent — safe to run multiple times.126127## Reference128129See [references/seed-patterns.md](references/seed-patterns.md) for dependency ordering details, realistic data patterns, and performance tips.130131---132> Converted and distributed by [TomeVault](https://tomevault.io/claim/nembie) — claim your Tome and manage your conversions.133<!-- tomevault:4.0:skill_md:2026-04-13 -->