AI-generated infrastructure — from zero to production-grade CI/CD
DevOps Infrastructure Framework encodes senior DevOps and platform engineering patterns into prompt sequences that generate production-grade infrastructure code. From Dockerfile optimization to Kubernetes HPA configuration, every prompt produces infrastructure that is secure, observable, and maintainable.
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All 50 prompts · All 5 modules
"The Terraform module prompts generate code that passes our security review on the first try. That us..."
Marcus O. · Platform Engineer
Need expert implementation?
Hire an OrchestratorConnect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.
No coding required. You will use ChatGPT or Claude as your AI tool. Follow these steps in order — do not skip ahead.
Purchase & download the framework
Click the buy button on this page. After checkout, go to the and hit Download .zip. Unzip it — you'll get a .md file (the full framework) and a .pdf (easy to read reference). Keep both open.
Open your project — new or existing
This dashboard is designed to integrate into any existing project or be built as a standalone app. If you already have a site in Airo (or Cursor, Bolt, etc.), open that project. If you're starting fresh, create a new project. The Orchestrator Prompt handles both cases — it scans what's already there and adds only what's missing.
Paste the Orchestrator Prompt into your builder's chat
Open the on this page. Copy the Orchestrator Prompt and paste it into your AI builder's chat. It will scaffold the full admin system — secure login, email marketing module, booking engine, and CMS — on top of your existing codebase. This takes 2–5 minutes.
Add your API keys as secrets
Critical — Novice UsersIn your builder, go to Settings → Secrets and add the keys your app needs. For this framework: STRIPE_SECRET_KEY (for booking payments — get it from your Stripe dashboard), ANTHROPIC_API_KEY (for AI-assisted content — get it from console.anthropic.com), and DATABASE_URL (your MySQL connection string). No key is needed for the admin login, CMS, or email modules — those run on your existing infrastructure.
Don't have a MySQL server?
You can purchase a shared hosting plan with cPanel and MySQL at host.esgwon.dev. Once your account is set up, follow the step-by-step guide to create your database and connect it to your AI website builder.
How to set up cPanel MySQL & connect to your AI website →Need help with Stripe?
Get your STRIPE_SECRET_KEY and STRIPE_PUBLISHABLE_KEY from your Stripe dashboard. The guide covers test keys, webhook setup, and going live.
Need help with Anthropic?
Get your ANTHROPIC_API_KEY from console.anthropic.com. The guide covers model selection, cost management, and troubleshooting.
Prompting Airo after setup — always name the file
When asking Airo to add tables, columns, or features to the admin dashboard, always include src/server/lib/admin-db.ts in your prompt. Without it, Airo may target the wrong database. Example: "Add a bookings table in the admin database (src/server/lib/admin-db.ts) — do not touch any other database connection in this project."
Run the framework prompts inside your live app
Your app is now running in the builder's preview panel. Open the on this page, copy each prompt one at a time, and paste it into your builder's chat. Replace every [BRACKET] with your real data before sending. Work through the stages in order — each stage output feeds the next.
Test end-to-end, then publish or hand off to your client
Walk through the admin as a real user: log in, create a booking, send a test email campaign, update a CMS image, and run the Safe-to-Publish gate. Once everything passes, click Publish in your builder. Because this is a white-label dashboard, your client accesses it at /admin on their own domain — no Prompt.Doctor branding, no third-party login required.
5 modules · 50 prompts · 7 workflow stages
Container Architecture
Multi-stage Dockerfile generation, .dockerignore optimization, image size reduction, and Docker Compose for local development.
8 promptsCI/CD Pipeline System
GitHub Actions workflows: build, test, security scan, Docker push, and deploy. Includes branch protection rules and environment promotion.
10 promptsInfrastructure as Code
Terraform modules for AWS (ECS, RDS, S3, CloudFront), GCP (Cloud Run, Cloud SQL), and Azure (App Service, PostgreSQL). State management with remote backends.
10 promptsKubernetes System
Deployment, Service, Ingress, ConfigMap, Secret, HPA, and PodDisruptionBudget manifests. Helm chart generation for complex applications.
10 promptsObservability Stack
Prometheus scrape config, Grafana dashboard JSON, alert rules, log aggregation (Loki/CloudWatch), and distributed tracing setup.
12 promptsGenerate a production-optimized multi-stage Dockerfile for a [LANGUAGE/FRAMEWORK] application. Requirements: [LIST REQUIREMENTS]. Optimize for: (1) Minimal final image size (use distroless or alpine base), (2) Layer caching (copy package files before source), (3) Non-root user execution, (4) Health check endpoint, (5) Build args for environment configuration. Include a .dockerignore file. Add comments explaining each optimization decision. Target image size: under [SIZE]MB.
Generate a complete GitHub Actions CI/CD pipeline for a [STACK] application deployed to [PLATFORM]. Pipeline stages: (1) Lint and type-check, (2) Unit and integration tests, (3) Security scan (Trivy for containers, npm audit for dependencies), (4) Build Docker image and push to [REGISTRY], (5) Deploy to staging on PR merge to main, (6) Deploy to production on release tag. Include: Environment secrets management, Slack notification on failure, Deployment status check, and rollback step.
Generate Kubernetes manifests for deploying [APPLICATION NAME] ([DESCRIPTION]). Include: Deployment with [N] replicas, rolling update strategy, resource requests/limits, liveness and readiness probes, Service (ClusterIP + LoadBalancer or Ingress), ConfigMap for non-sensitive config, Secret reference for sensitive config, HorizontalPodAutoscaler (min=[N], max=[N], CPU target=[N]%), PodDisruptionBudget (minAvailable=1). Namespace: [NAMESPACE]. Add resource labels following [company/app/version] convention.
system
8 prompts
workflow
10 prompts
architecture
10 prompts
prompts
10 prompts
templates
12 prompts
"The Terraform module prompts generate code that passes our security review on the first try. That used to take 3 rounds of back-and-forth."
Marcus O.
Platform Engineer
"We standardized our entire deployment pipeline using this framework. Every new service now goes from zero to production in under a day."
Yuna P.
DevOps Lead
All 50 prompts across 5 modules are unlocked for your account.
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