Prisma PatternsSAFE
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Overview
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
649b2d7452ebOBSERVED · 2026-09-21Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| cursor | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
---
name: prisma-patterns
description: Prisma ORM patterns for TypeScript backends — schema design, query optimization, transactions, pagination, and critical traps like updateMany returning count not records, $transaction timeouts, migrate dev resetting the DB, @updatedAt skipped on bulk writes, and serverless connection exhaustion. Use when writing a Prisma schema or query, or debugging transactions, migrations, or serverless connection limits.
metadata:
origin: ECC
---
# Prisma Patterns
Production patterns and non-obvious traps for Prisma ORM in TypeScript backends.
> **Check your version before applying patterns.** The Prisma API surface has evolved across major releases:
>
> ```bash
> npx prisma --version
> ```
>
> Notable API differences across versions:
> - `relationJoins` can load relations via JOIN rather than separate queries, but may cause row explosion on large 1:N relations or deep `include` — benchmark both approaches
> - `omit` field modifier and `prisma.$extends` Client Extensions API were added
> - **Newer installs**: the package may be named `prisma` instead of `@prisma/client`; `PrismaClient` may require a driver adapter (e.g. `@prisma/adapter-pg`); `datasource.url` may live in `prisma.config.ts` instead of `schema.prisma`
> - CLI commands (`migrate dev`, `migrate deploy`, `generate`) are unchanged across versions
## When to Activate
- Designing or modifying Prisma schema models and relations
- Writing queries, transactions, or pagination logic
- Using `updateMany`, `deleteMany`, or any bulk operation
- Running or planning database migrations
- Deploying to serverless environments (Vercel, Lambda, Cloudflare Workers)
- Implementing soft delete or multi-tenant row filtering
## Core Concepts
### ID Strategy
| Strategy | Use When | Avoid When |
|---|---|---|
| `@default(cuid())` | Default choice — URL-safe, sortable, no collisions | Sequential IDs needed for external systems |
| `@default(uuid())` | Interoperability with non-Prisma systems required | High-write tables (random UUIDs fragment B-tree indexes) |
| `@default(autoincrement())` | Internal join tables, audit logs | Public-facing IDs (exposes record count) |
### Schema Defaults
```prisma
model User {
id String @id @default(cuid())
email String @unique // @unique already creates an index — no @@index needed
name String
role Role @default(USER)
posts Post[]
createdAt DateTime @default(now())
updatedAt DateTime @updatedAt
deletedAt DateTime?
@@index([createdAt])
@@index([deletedAt, createdAt]) // composite for soft-delete + sort queries
}
```
- Add `@@index` on every foreign key and column used in `WHERE` or `ORDER BY`.
- Declare `deletedAt DateTime?` upfront when soft delete is a foreseeable requirement — adding it later requires a migration on a live table.
- `updatedAt @updatedAt` is set automatically by Prisma on `update` and `upsert` only (see Anti-Patterns for bulk update trap).
### `include` vs `select`
| | `include` | `select` |
|---|---|---|
| Returns | All scalar fields + specified relations | Only specified fields |
| Use when | You need most fields plus a relation | Hot paths, large tables, avoiding over-fetch |
| Performance | May over-fetch on wide tables | Minimal payload, faster on large datasets |
| Prisma 5 note | Uses JOIN by default (`relationJoins`) | Same |
```ts
// include — all columns + relation
const user = await prisma.user.findUnique({
where: { id },
include: { posts: { select: { id: true, title: true } } },
});
// select — explicit allowlist
const user = await prisma.user.findUnique({
where: { id },
select: { id: true, email: true, name: true },
});
```
Never return raw Prisma entities from API responses — map to response DTOs to control exposed fields:
```ts
// BAD: leaks passwordHash, deletedAt, internal fields
return await prisma.user.findUniqueOrThrow({ where: { id } });
// GOOD: explicit DTO mapping
const user = await prisma.user.findUniqueOrThrow({ where: { id } });
return { id: user.id, name: user.name, email: user.email };
```
### Transaction Form Selection
| Situation | Use |
|---|---|
| Independent operations, no inter-dependency | Array form |
| Later step depends on earlier result | Interactive form |
| External calls (email, HTTP) involved | Outside transaction entirely |
```ts
// Array form — batched in one round trip
const [user, post] = await prisma.$transaction([
prisma.user.update({ where: { id }, data: { name } }),
prisma.post.create({ data: { title, authorId: id } }),
]);
// Interactive form — use tx client only, never the outer prisma client
const post = await prisma.$transaction(async (tx) => {
const user = await tx.user.findUniqueOrThrow({ where: { id } });
if (user.role !== 'ADMIN') throw new Error('Forbidden');
return tx.post.create({ data: { title, authorId: user.id } });
});
```
### PrismaClient Singleton
Each `PrismaClient` instance opens its own connection pool. Instantiate once.
```ts
// lib/prisma.ts
// Option A — adapter-based initialization (required by newer Prisma installs)
import { PrismaClient } from '@prisma/client'; // or the generated client path for your setup
import { PrismaPg } from '@prisma/adapter-pg';
function createPrismaClient() {
const adapter = new PrismaPg({
connectionString: process.env.DATABASE_URL!,
});
return new PrismaClient({
adapter,
log: process.env.NODE_ENV === 'development' ? ['query', 'error'] : ['error'],
});
}
const globalForPrisma = globalThis as unknown as { prisma?: PrismaClient };
export const prisma = globalForPrisma.prisma ?? createPrismaClient();
if (process.env.NODE_ENV !== 'production') globalForPrisma.prisma = prisma;
// Option B — direct initialization (older installs, no adapter needed)
// import { PrismaClient } from '@prisma/client';
// export const prisma = globalForPrisma.prisma ?? new PrismaClient({ ... });
```
Use Option A if your Prisma install requires an `adapter` argument inTrust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
649b2d7452ebfull audit observations/trust-audit/skill/affaan-m__prisma-patterns.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-09-21 | 649b2d7452eb | SAFE | B | 89 | first audit |
Questions
What does the Prisma Patterns skill do?
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Is Prisma Patterns safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Prisma Patterns access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Prisma Patterns work with?
Its documentation mentions cursor. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (649b2d7452eb), read on 2026-09-21. The repository is watched, and a new audit runs when it changes — this is the first audit.