Payload CMSNext.jsTypeScriptMongoDBDevin

Payload CMS × Devin AI Prompt Engineering

Stop fighting Devin hallucinations. Generate Payload CMS-aware prompts that produce code your team can actually ship.

Model-agnostic prompts

Stack-aware constraints

Production-ready output

❌ The Problem

Devin treats Payload like WordPress and misuses collection config and field-level access control. Devin's autonomous coding sessions can drift from project conventions without structured prompts.

✅ The Solution

AI Prompt Architect enforces Payload collection configs, hooks (beforeChange/afterRead), and access control functions. It structures prompts that keep Devin aligned with your codebase conventions across autonomous sessions.

How It Works

Three steps to production-quality Payload CMS code

⚙️

STEP 1

Define Your Payload CMS Stack

Specify your Payload CMS + Next.js project structure, dependencies, and conventions.

🧠

STEP 2

Generate Devin-Optimised Prompts

Get prompts formatted for Devin, with Payload CMS constraints that keep autonomous sessions aligned.

🚀

STEP 3

Ship Production Code

Feed the prompt to Devin and get code that follows Payload CMS best practices — tested patterns, not hallucinations.

Frequently Asked Questions

Does it work with Devin AI?

Yes. AI Prompt Architect generates prompts optimised for Devin, including workspace context and constraint syntax that keeps Devin's autonomous sessions on-track.

Can it handle Payload CMS projects?

Absolutely. Prompts include Payload CMS-specific conventions, API patterns, and best practices to eliminate common hallucinations.

Is there a free tier?

Yes — sign up for free and receive 1 analysis credit to try the platform. Paid tiers unlock more credits, generations, and advanced features.

Technical Deep Dive

How does it handle the Next.js App Router vs Pages Router distinction?

Prompts detect your router configuration and enforce the correct patterns — layout.tsx/page.tsx for App Router or getServerSideProps/getStaticProps for Pages Router. Mixed configurations are flagged during prompt generation.

Can it generate prompts for Next.js middleware and Edge Functions?

Yes — the constraint engine includes Edge Runtime limitations (no Node.js APIs, limited crypto), proper NextRequest/NextResponse patterns, and correct matcher configurations for middleware chains.

How does AI Prompt Architect optimise prompts for Devin?

It structures prompts for autonomous multi-step execution — encoding verification checkpoints, rollback boundaries, and explicit success criteria. The system ensures Devin stays aligned with your conventions across long autonomous sessions.

Real Generated Output

Production-Ready Project Structure

Every generated prompt includes a complete directory tree tailored to your Payload CMS + Next.js + TypeScript + MongoDB + Devin stack

project-structure.tree — AI Prompt Architect

├── .github/
│   ├── workflows/
│   │   ├── ci.yml
│   │   ├── deploy-staging.yml
│   │   └── deploy-production.yml
│   ├── CODEOWNERS
│   └── pull_request_template.md
├── .husky/
│   ├── pre-commit
│   └── commit-msg
├── docker/
│   ├── Dockerfile
│   ├── Dockerfile.dev
│   ├── docker-compose.yml
│   ├── docker-compose.dev.yml
│   └── nginx.conf
├── docs/
│   ├── architecture/
│   │   ├── ADR-001-framework-selection.md
│   │   ├── ADR-002-database-strategy.md
│   │   ├── ADR-003-auth-approach.md
│   │   └── system-diagram.mermaid
│   ├── api/
│   │   └── openapi.yaml
│   └── runbook.md
├── prisma/
│   ├── schema.prisma
│   ├── seed.ts
│   └── migrations/
│       └── 001_initial_schema/
│           └── migration.sql
├── src/
│   ├── app/
│   │   ├── layout.tsx
│   │   ├── page.tsx
│   │   ├── loading.tsx
│   │   ├── error.tsx
│   │   ├── not-found.tsx
│   │   ├── (auth)/
│   │   │   ├── login/page.tsx
│   │   │   ├── signup/page.tsx
│   │   │   └── layout.tsx
│   │   ├── (dashboard)/
│   │   │   ├── layout.tsx
│   │   │   ├── overview/page.tsx
│   │   │   ├── projects/
│   │   │   │   ├── page.tsx
│   │   │   │   └── [id]/page.tsx
│   │   │   ├── settings/page.tsx
│   │   │   └── billing/page.tsx
│   │   └── api/
│   │       ├── auth/[...nextauth]/route.ts
│   │       ├── webhooks/stripe/route.ts
│   │       ├── trpc/[trpc]/route.ts
│   │       └── health/route.ts
│   ├── components/
│   │   ├── ui/
│   │   │   ├── Button.tsx
│   │   │   ├── Input.tsx
│   │   │   ├── Modal.tsx
│   │   │   ├── Toast.tsx
│   │   │   ├── Skeleton.tsx
│   │   │   └── index.ts
│   │   ├── layouts/
│   │   │   ├── AppShell.tsx
│   │   │   ├── Sidebar.tsx
│   │   │   ├── Header.tsx
│   │   │   └── Footer.tsx
│   │   └── features/
│   │       ├── auth/
│   │       │   ├── LoginForm.tsx
│   │       │   ├── SignupForm.tsx
│   │       │   └── AuthGuard.tsx
│   │       └── projects/
│   │           ├── ProjectCard.tsx
│   │           ├── ProjectList.tsx
│   │           └── CreateProjectModal.tsx
│   ├── server/
│   │   ├── trpc/
│   │   │   ├── router.ts
│   │   │   ├── context.ts
│   │   │   └── procedures/
│   │   │       ├── user.ts
│   │   │       ├── project.ts
│   │   │       └── billing.ts
│   │   ├── db/
│   │   │   ├── client.ts
│   │   │   └── queries/
│   │   │       ├── users.ts
│   │   │       └── projects.ts
│   │   └── services/
│   │       ├── auth.service.ts
│   │       ├── email.service.ts
│   │       ├── stripe.service.ts
│   │       └── analytics.service.ts
│   ├── lib/
│   │   ├── utils.ts
│   │   ├── constants.ts
│   │   ├── validators.ts
│   │   └── hooks/
│   │       ├── useAuth.ts
│   │       ├── useDebounce.ts
│   │       └── useMediaQuery.ts
│   ├── styles/
│   │   ├── globals.css
│   │   └── tokens.css
│   └── types/
│       ├── index.ts
│       ├── api.ts
│       └── database.ts
├── tests/
│   ├── unit/
│   │   └── services/
│   │       └── auth.test.ts
│   ├── integration/
│   │   └── api/
│   │       └── users.test.ts
│   └── e2e/
│       ├── auth.spec.ts
│       └── projects.spec.ts
├── .env.example
├── .eslintrc.cjs
├── .prettierrc
├── .gitignore
├── next.config.ts
├── tailwind.config.ts
├── tsconfig.json
├── vitest.config.ts
├── playwright.config.ts
└── package.json

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