Cursor Cloud Agents for Spring Boot: Environment and Acceptance

A Cursor cloud-agent task runs in a different environment from your workstation. A successful local build does not establish that the remote runtime has your JDK, dependency mirror, database, or unpublished source changes.

This is a preparation and review guide, not a personal production report or benchmark. Check the current Cloud Agents documentation for setup, supported repositories, and account capabilities.

Make the starting revision explicit

Record the branch and commit supplied to the task. Inspect what the selected workflow actually transfers; do not assume local uncommitted edits or ignored files appear remotely.

Give the task the relevant requirement and acceptance criteria in a place the environment can access. A ticket reference without its contents may leave the agent inventing a business rule.

Reproduce the Java environment

Identify the JDK, checked-in wrapper, required environment variables, dependency repositories, and external test services. Use the product’s supported environment setup mechanism rather than assuming an arbitrary Dockerfile is automatically discovered.

A useful setup record includes:

Starting commit:
JDK and wrapper versions:
Dependency repository access:
Required test services:
Secret names required (never secret values):
Baseline verification command:
Known blocked checks:

Run the baseline in the remote environment. If it fails before the task begins, record that failure separately. An absent dependency mirror should not become a code change to remove the dependency.

Scope work that can be reviewed

Prefer a bounded change with an existing behavioral contract. For an endpoint, specify authorization, response shape, errors, ordering, and the intended test cases. The foreground workflow supplies a concrete example.

For a multi-module repository, name the relevant module and shared callers. Give the agent the same generated-code and migration boundaries used locally. Rules help describe scope; they do not replace environment permissions.

Check what the green result means

Ask for the actual command, task outcome, executed tests, skipped tests, and environmental limitations. A Testcontainers test disabled because Docker is missing does not establish database behavior. An H2 substitution can change what the test proves.

For Gradle, distinguish fresh execution from valid cache reuse and undeclared external inputs. For Maven, confirm discovery and Failsafe binding. The Gradle guide and Surefire guide cover those mechanisms.

Review the result branch independently

Compare the starting revision with the final revision, then inspect any remaining working-tree changes. A local git diff with no base can miss commits already created by the agent.

Review dependency and security configuration, assertions, migration files, and profile assumptions. Run the acceptance checks in the environment relevant to the change. If remote and local results differ, compare runtime and service configuration before blaming model behavior.

The AI review guide gives behavior-oriented checks. The Java hub connects the remaining topics. A remote task is ready for review when its inputs, patch, and verification limits are visible.