Nuxt 3Vue 3NitroTypeScriptWindsurf

Nuxt 3 × Windsurf Prompt Engineering

Stop fighting Windsurf hallucinations. Generate Nuxt 3-aware prompts that produce code your team can actually ship.

Model-agnostic prompts

Stack-aware constraints

Production-ready output

❌ The Problem

AI produces Nuxt 2 syntax, ignores auto-imports, and misuses useFetch vs useAsyncData. Windsurf's Cascade feature can lose context across large codebases.

✅ The Solution

AI Prompt Architect Prompts enforce Nuxt 3 composables, definePageMeta, Nitro server routes, and proper SSR/SPA hybrid config. It structures prompts to maintain context across Windsurf sessions with explicit state tracking.

How It Works

Three steps to production-quality Nuxt 3 code

⚙️

STEP 1

Define Your Nuxt 3 Stack

Specify your Nuxt 3 + Vue 3 project structure, dependencies, and conventions.

🧠

STEP 2

Generate Windsurf-Optimised Prompts

Get prompts formatted specifically for Windsurf, with Nuxt 3 constraints that eliminate hallucinations.

🚀

STEP 3

Ship Production Code

Paste the prompt into Windsurf and get code that follows Nuxt 3 best practices — tested patterns, not hallucinations.

Frequently Asked Questions

Does it work with Windsurf?

Yes. AI Prompt Architect generates prompts optimised for Windsurf, including context formatting and constraint syntax that Windsurf responds best to.

Can it handle Nuxt 3 projects?

Absolutely. Prompts include Nuxt 3-specific conventions, API patterns, and best practices to eliminate common hallucinations.

Is there a free tier?

Yes — generate up to 5 prompts per day for free. Pro tier unlocks unlimited generations, team sharing, and advanced templates.

Technical Deep Dive

How does it handle Vue 3 Composition API vs Options API in prompts?

Prompts detect your API preference and constrain output accordingly. For Composition API, it enforces <script setup>, ref/reactive usage, and proper composable extraction patterns.

Can it generate Nuxt 3 auto-import aware prompts?

Yes — the system understands Nuxt auto-imports (useState, useFetch, definePageMeta) and prevents redundant manual imports. Server routes use defineEventHandler and Nitro conventions.

How does AI Prompt Architect optimise prompts for Windsurf?

It structures prompts to maintain context across Windsurf Cascade sessions with explicit state tracking, file-level annotations, and proper continuation points that prevent context drift in long editing sessions.

Real Generated Output

Production-Ready Project Structure

Every generated prompt includes a complete directory tree tailored to your Nuxt 3 + Vue 3 + Nitro + TypeScript + Windsurf 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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