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AWS Startups

AI agent plugins, tools, and resources for startup builders on AWS.

Plugins

Plugin Description Status
migration-to-aws Assess, plan & execute: migrate GCP/Heroku infrastructure and AI workloads to AWS (discovery, architecture mapping, cost analysis, Terraform), rewrite LLM SDK calls to Amazon Bedrock, and select an AWS runtime + build a POC for AI agents. Bundles the gcp-to-aws, heroku-to-aws, llm-to-bedrock, and agent-advisor skills Available
aws-dev-toolkit AWS development toolkit — 35 skills, 11 agents, and 3 MCP servers for building, migrating, and architecture reviews on AWS Available

Installation

Claude Code

# Add the marketplace
/plugin marketplace add awslabs/startups

# Install the plugin
/plugin install migration-to-aws@startups-for-aws

Codex

codex plugin marketplace add awslabs/startups
codex plugin install migration-to-aws

Cursor

Coming soon — Plugins are not yet published on the Cursor Marketplace.

How the migration-to-aws skills work together

migration-to-aws is a single plugin bundling four skills that cover assessment, execution, and agent runtime decisions:

  • gcp-to-aws / heroku-to-aws — assess and plan a platform migration: scan infrastructure (Terraform, billing, source code), map services to AWS equivalents, estimate costs, and generate validated Terraform and migration scripts.
  • llm-to-bedrock — execute an AI/LLM migration: rewrite your SDK calls to Amazon Bedrock's Converse API, run quality evaluation against a golden dataset, and deliver the changes on a ready-to-merge git branch. (On platforms without subagent dispatch it runs inline — slower, but fully functional.) The migration skills delegate the AI-execution step here.
  • agent-advisor — decide how and where to run AI agents on AWS: deterministic runtime scoring (AgentCore / ECS / EKS / Lambda / Batch / MicroVMs), multi-workload decomposition into units, Temporal worker handling, and a layered recommendation → migration plan → deployable POC.
migration-to-aws (one plugin, four skills)

  gcp-to-aws ─┐
              ├─▶ assess & plan ──▶ llm-to-bedrock ──▶ rewrite · evaluate · branch
  heroku-to-aws ┘   (Terraform,       (AI/LLM execution)
                     cost, scripts)

  agent-advisor ──▶ score runtime ──▶ recommendation · plan · POC
                    (how/where to run agents on AWS)

Repository Structure

Each top-level folder is owned by a team and contains their plugins, tools, or resources:

awslabs/startups/
├── .claude-plugin/marketplace.json   # Plugin marketplace (lists all plugins)
├── migrate/                          # Migration tools and plugins
│   └── plugins/
│       └── migration-to-aws/         # Assess, plan, execute + agent runtime advisor
│                                     #   skills: gcp-to-aws, heroku-to-aws,
│                                     #           llm-to-bedrock, agent-advisor
├── solution-architecture/            # Solution Architecture plugins (aws-dev-toolkit)
└── ...                               # Future team folders

Adding a Plugin

To add a new plugin to the marketplace:

  1. Create your plugin under your team's folder (e.g., migrate/plugins/my-plugin/)
  2. Include a .claude-plugin/plugin.json manifest in your plugin directory
  3. Add an entry to the root .claude-plugin/marketplace.json:
{
  "name": "my-plugin",
  "source": "./my-team-folder/plugins/my-plugin",
  "version": "1.0.0",
  "description": "What your plugin does"
}
  1. Submit a PR — requires approval from @awslabs/startups-admins (for marketplace changes) and your team's CODEOWNERS (for plugin content)

Contributing

See CONTRIBUTING.md for contribution guidelines, the first-time publishing process, and documentation requirements.

Security

See CONTRIBUTING for security issue notifications.

License

This project is licensed under the Apache-2.0 License. See LICENSE for details.

About

Official AWS Startups repository that hosts plugins, skills, tools and resources to support startup builders on AWS

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