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2-Hour Auto-Cleanup • Free & Open Source

One-Click AI on AWS

Deploy chatbots, RAG systems, and agents in 7 minutes. No IAM confusion. No surprise bills. No AWS expertise required.

Deploy to AWS View on GitHub

Open Source. Installs securely via CloudFormation.

Why Developers Choose LEAP Stacks

AWS is powerful, but the learning curve is steep. We've done the heavy lifting so you can focus on building and unlocking real value from agents.

Traditional AWS

The Hard Way

79+ Steps

Just to deploy a basic Bedrock Agent

  • Navigate 4+ service consoles
  • Configure IAM roles & policies
  • Set up Lambda functions manually
  • Wrestle with observability setup
  • Debug cryptic permission errors
  • Hours to days of setup time

RAG systems require 127+ configurations across 6 services

LEAP Stacks

The Smart Way

1 Click

CloudFormation handles everything

  • Single CloudFormation deployment
  • Pre-configured IAM & security
  • All infrastructure auto-provisioned
  • Start building in < 7 minutes
  • Auto-cleanup after 2 hours (configurable)
  • Real-time cost tracking per message

Everything runs securely in your AWS account

What LEAP Stacks Handles (So You Don't Have To)

You focus on your AI logic. We handle the AWS complexity.

IAM Roles & Security Policies

Pre-configured with best practices. No trust relationship debugging, no permission errors, no security headaches.

Lambda & API Gateway

Serverless infrastructure fully wired and tested. Deploy your AI logic without touching CloudFormation templates.

Vector Databases & Embeddings

OpenSearch or Aurora, your choice. Chunking strategies, embedding dimensions, and indexes configured out of the box.

Real-Time Cost Tracking

See exact cost per message to prove ROI. No surprises, no guessing—just transparent usage metrics.

Auto-Cleanup After 2 Hours

Configurable safety net prevents surprise bills. Experiment freely, extend when needed, never forget a running stack.

CloudWatch Logs & Monitoring

Every interaction logged to DynamoDB automatically. Debug issues, monitor latency, and track quality metrics.

What's New in V2

From Prototype to Production 10x Faster

🔥 New Power Stacks

  • Hosted n8n: Visual AI workflow automation in your VPC.
  • Lovable/Replit Importer: Host your generated apps securely.
  • Nova Sonic 2: Lightning fast Speech-to-Speech agents.
  • AgentCore: Agents with persistent memory you can edit live.

⚡ Ship Anywhere

  • Export to GitHub: Eject a full CDK repo in one click.
  • Kiro Integration: Export specs to Kiro IDE for spec-driven "vibe coding".
  • Edit Live: Update frontend/backend code via the dashboard.

📊 Production Observability

  • Live Cost Tracking: See exact cost per message to prove ROI.
  • Quality Metrics: Monitor latency and token usage.
  • DynamoDB Logging: Every interaction logged automatically.

12 Production-Ready Stacks

From simple chatbots to advanced autonomous agents. Pick one, deploy in minutes, and start building.

AWS Foundations

4 Stacks

Serverless CRUD App

A serverless notes application demonstrating database operations.

Serverless Photo Gallery

A serverless photo gallery to upload and view images using cloud storage.

Authentication & User Management

Secure user authentication system with an admin approval dashboard.

Deploy from GitHub

Deploy web apps directly from GitHub to AWS Amplify with auto-updates.

GenAI Foundations

4 Stacks

GenAI Chatbot

A simple chatbot that uses AI to answer questions using a serverless architecture.

RAG Knowledge Base (OpenSearch)

Chat with your documents using a secure vector database and AI agents.

RAG Knowledge Base (Aurora)

A full-stack RAG application that enables intelligent document interactions.

Website Chat (Multimodal)

A multi-modal agent that can view websites, answer questions, and monitor for changes.

Advanced Agentic Workflows

4 Stacks

Agent with MCP Tools

Deploy a serverless AI agent with Model Context Protocol tools.

Autonomous Agent Runtime

A self-updating autonomous agent environment with memory and a built-in code editor.

Voice AI Agent

A real-time voice assistant powered by Amazon Nova Sonic 2.

Agentic Automation (n8n)

Host your own N8N workflow automation server with persistent storage.

Frequently Asked Questions

Everything you need to know about LEAP Stacks v2

Is my data secure? Where does it go?

Everything runs in your AWS account. Your data never leaves your control. LEAP Stacks simply provisions the infrastructure using AWS CloudFormation with built-in IAM roles and security best practices. We don't see, store, or have access to any of your data.

What does it cost?

LEAP Stacks is completely free and open source. You only pay for the AWS resources you use (EC2, Lambda, Bedrock API calls, etc.). Our 2-hour auto-cleanup feature and real-time cost tracking help you avoid surprise bills. Most prototypes cost just a few cents to test.

Can I export my work to production?

Absolutely! LEAP Stacks v2 includes GitHub export to generate a full CDK repository, and Kiro integration for spec-driven development. You're never locked in—build prototypes fast, then export and refine for production deployment.

Do I need AWS expertise to use this?

No! That's the whole point. LEAP Stacks handles all the AWS complexity—IAM roles, Lambda configuration, VPC setup, security groups, etc. If you can click a CloudFormation deploy button, you can launch any of our 12 stacks. We designed this specifically for web developers who want to build with AI without becoming AWS experts.

What's the auto-cleanup feature?

By default, all prototypes auto-destruct after 2 hours (configurable). This means you can experiment freely without worrying about forgotten resources racking up charges. When you're actively working on something, just extend the timer. It's like a safety net for cloud costs.

Which AI models are supported?

LEAP Stacks supports all AWS Bedrock models including Claude 3.5 Sonnet, Claude 3.7 Sonnet, Claude 4.5 (Sonnet/Haiku/Opus), Amazon Nova Pro, Amazon Nova Lite, Llama 3.3, and more. You can swap models mid-conversation to compare performance and cost in real-time.

How is this different from Vercel AI SDK or LangChain?

Those are libraries for writing AI code. LEAP Stacks provides full-stack, production-ready applications you can deploy instantly. Think of it as the difference between buying lumber (SDK) vs. moving into a furnished house (LEAP Stacks). You get complete UIs, backends, databases, authentication, and monitoring out of the box.

Can I contribute or customize the stacks?

Yes! LEAP Stacks is open source on GitHub. You can fork it, customize the stacks, contribute new ones, or adapt them to your needs. The dashboard also lets you edit code live in deployed stacks, so you can tweak and test without redeploying.