Examples

Java / Spring Boot

Learn how to deploy a Spring Boot application with Ink MCP using a simple prompt.

Create an Ink account and connect MCP

Make sure you have an Ink account and have connected Ink MCP to your agent. There are two ways to connect:

  • OAuth — authenticate through a browser flow, no keys to manage
  • Token — create an API key at ml.ink/account/api-keys

See Quick Start for full setup instructions.

Verify the connection

Once the MCP server is connected, confirm your agent can reach it by asking it to check.

Prompt

Do you have Ink MCP connected?

Create a Spring Boot app

Ask your agent to scaffold a new Spring Boot project. If you already have a Java app in the current directory, skip this step and go straight to deploying.

Prompt

Create a Spring Boot REST API for managing users with CRUD endpoints. Use Spring Web and Spring Data JPA with H2 in-memory database.

Deploy with Ink

Tell your agent to deploy. The agent will create a git repository on Ink's internal git (or your connected GitHub), push the code, and call create_service to trigger a build.

Ink auto-detects Java/Spring Boot, runs the Maven build, and starts the JAR.

Prompt

Deploy with Ink

Tool Call
(
  : 
)
Tool Call
(
  : ,
  : ,
  : ,
  : ,
  : 
)

Visit your API

Ink returns a live URL once the build completes. Visit it to see your Spring Boot API running in production.

Check logs and metrics (optional)

Ask your agent to pull build logs, runtime logs, or metrics for your deployed service.

Prompt

Check metrics and logs

Tool Call
(
  : "users-api",
  : ,
  : 
)

That's it — your Spring Boot app is deployed and live. From here you can add a custom domain, set up environment variables, or explore more examples.

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