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Prompt library

Your AWS architecture, one prompt away

Find the right prompt and build in seconds

Transform your startup idea into production-ready AWS architecture using expert-designed startup prompts for AWS. Our comprehensive library covers various use cases, from single web apps to complex microservices. Save weeks of planning time, instantly access AWS best practices, and focus on scaling your products.

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    Day 1 AWS Foundation Setup for Startups

    Cloud Infrastructure

    This prompt enables startups to achieve professional-grade AWS setup independently through a self-service approach powered by generative AI.

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    AWS Architecture Assessment with MCP Integration

    Infrastructure-as-Code

    Systematic roadmap for scaling infrastructure as you grow. Get phased architecture recommendations, cost projections, and implementation guidance—validated against AWS best practices.

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    Kiro Project Init: Automated Spec-Driven Development Setup

    Infrastructure-as-Code

    One-command project setup with AI-powered specs, automated testing, and AWS integrations. Generates structured requirements, design docs, and deployment-ready code—eliminating hours of manual setup.

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    OpenAPI to AgentCore Gateway Deployment

    BedrockAgentCoreAPI Integration

    Convert your REST API to MCP using AgentCore Gateway. Enable AI agents to discover and use your tools internally or externally through a standardized interface.

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    OpenSearch Cluster Operational Review

    Cloud Infrastructure

    Automated operational review of your OpenSearch cluster across 6 pillars. Analyzes performance, security, costs, and configurations—generating actionable recommendations with prioritized fixes.

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    RAG Chatbot with Claude

    Generative AIServerless

    Create a serverless, React-based chatbot using Claude on Bedrock with RAG capabilities for PDF documents.

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    Amazon GenAI Powered - Well Architecture Review

    Cost OptimizationComplianceWell Architected Framework

    Comprehensive AWS infrastructure assessment across 6 Well-Architected pillars. Generates actionable reports on cost optimization, security hardening, reliability, and compliance readiness.

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    AWSome MVP Builder

    Infrastructure-as-CodeMVP

    The MVP Builder assists founders in building an effective MVP by generating a well-architected AWS design, Frontend, Backend, and IaC for the PoC, and then deploys it directly to AWS within hours.

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    Karpenter + KEDA: Cost-Optimized EKS with Spot Instances

    Infrastructure-as-Code

    Deploy production-ready EKS with Karpenter auto-scaling, KEDA pod management, and Spot instance prioritization. Includes Bottlerocket OS, encryption, and multi-AZ high availability—optimized for cost.

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    Startup Landing Page Deployment

    Infrastructure-as-CodeDeployment

    Creates an AI DevOps consultant that guides startup founders from their current state to a production-ready AWS environment using opinionated best practices and Infrastructure-as-Code.

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    Full AWS Deployment Agent

    AutomationCloud Infrastructure

    An AI-powered Full AWS Deployment Agent that guides startups from local development to production-ready cloud infrastructure.

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    Deploy GitHub Repo

    GitHub IntegrationContinuous Integration

    Have a GitHub repo? This prompt will help you deploy it to AWS.

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    Local Code to Cloud

    Developer ToolsCloud Migration

    Get help deploying your local dev environment to AWS with this prompt.

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    Container Orchestration

    Auto-ScalingContainer Orchestration

    Get help creating an AWS EKS-based containerized application deployment for a Node.js app with PostgreSQL database that can auto-scale and handle traffic spikes cost-effectively.

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    Do I need to review the AI-generated outputs before using them?


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    What if I accidentally deploy something that costs thousands of dollars?


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    Prompt Library | AWS Startups