KotlinKtorExposedCoroutinesGitHub Copilot

Kotlin + Ktor × GitHub Copilot Prompt Engineering

Stop fighting GitHub Copilot hallucinations. Generate Kotlin + Ktor-aware prompts that produce code your team can actually ship.

Try Kotlin + Ktor + GitHub Copilot Prompts Free

Model-agnostic prompts

Stack-aware constraints

Production-ready output

❌ The Problem

AI produces Java-style Kotlin, ignores coroutines, and hallucinate Ktor plugin APIs that don't exist. Copilot's suggestions often ignore your codebase conventions and produce generic patterns.

✅ The Solution

AI Prompt Architect Prompts enforce idiomatic Kotlin coroutines, Ktor routing DSL, and Exposed transaction blocks. It generates Copilot-optimized prompts with inline comments and docstrings that guide suggestions.

How It Works

Three steps to production-quality Kotlin code

⚙️

STEP 1

Define Your Kotlin Stack

Specify your Kotlin + Ktor project structure, dependencies, and conventions.

🧠

STEP 2

Generate GitHub Copilot-Optimised Prompts

Get prompts formatted specifically for GitHub Copilot, with Kotlin constraints that eliminate hallucinations.

🚀

STEP 3

Ship Production Code

Paste the prompt into GitHub Copilot and get code that follows Kotlin best practices — tested patterns, not hallucinations.

Frequently Asked Questions

Does it work with GitHub Copilot?

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

Can it handle Kotlin projects?

Absolutely. Prompts include Kotlin-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 AI Prompt Architect optimise prompts for GitHub Copilot?

It generates Copilot-optimised inline comments with explicit type annotations, function signatures, and JSDoc/docstring patterns that guide Copilot suggestions toward your project's conventions and architecture.

How do I set up the initial project architecture with these technologies?

Use AI Prompt Architect to generate a scaffold prompt that includes directory structure, configuration files, environment setup, and dependency installation commands tailored to your exact stack combination. The prompt enforces best-practice file organisation from the start.

Real Generated Output

Production-Ready Project Structure

Every generated prompt includes a complete directory tree tailored to your Kotlin + Ktor + Exposed + Coroutines + GitHub Copilot 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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