Interacting With Project Runtime Agent Skill

Authoritative Project Runtime & Source Interaction

Probes project logic, tests utility functions, and interacts with the JVM runtime of your source sets with absolute precision using a project-aware REPL.

Constitution

• ALWAYS prefer reading source code via search_dependency_sources and read_dependency_sources for exploring unfamiliar library APIs.
• ALWAYS use kotlin_repl instead of a standalone Kotlin REPL for project-aware interaction.
• ALWAYS provide absolute paths for projectRoot.
• ALWAYS start a REPL session with the correct projectPath and sourceSet (e.g., main, test).
• ALWAYS restart the REPL (stop then start) after modifying project source code to pick up changes in the classpath.
• ALWAYS use the responder API for rich output (images, markdown) to improve diagnostic visibility.
• NEVER leave a REPL session running indefinitely; use stop when finished.

Directives

• Read the source first: For exploring unfamiliar library APIs or internal project utilities, ALWAYS prefer reading the source code first. It provides complete context, implementation details, and documentation that a REPL cannot easily

expose. Use search_dependency_sources to find definitions and read_dependency_sources to analyze them.

• ALWAYS use project-aware REPL: Only the kotlin_repl tool provides full access to the project's exact classpath, dependencies, and source sets. NEVER attempt to use standalone runners for project-internal logic.
• Identify the environment: When starting a session, ALWAYS ensure you select the appropriate projectPath (e.g., :app) and sourceSet (e.g., main for application code, test for test utility access).
• Pick up source changes: The REPL uses a static snapshot of the classpath. If you change project code, you MUST stop and then start the session again to pick up the updated classes.
• Utilize the responder: ALWAYS use responder.render(value) or specialized methods (markdown, image, html) to return rich content.
• Import necessary classes: ALWAYS provide explicit imports for project-specific and library classes.
• Use envSource: SHELL if environment variables are missing: If the REPL fails to find expected environment variables (e.g., JAVA_HOME or specific JDKs), it may be because the host process started before the shell environment was

fully loaded. Set env: { envSource: "SHELL" } when calling start to force a new shell process to query the environment.

• Resolve {baseDir} manually: If your environment does not automatically resolve the {baseDir} placeholder in reference links, treat it as the absolute path to the directory containing this SKILL.md file.

When to Use

• Rapid Logic Verification: When you need to quickly test a function, algorithm, or class behavior without the overhead of writing a full test suite.
• Interactive Prototyping: When you want to experiment with a snippet of logic within the exact context of your project's dependencies and JVM configuration before implementing it.
• Visual Component Auditing: When iterating on UI components (e.g., Compose) and you need to see the result instantly by rendering them to images.
• Dynamic State & Data Probing: When you need to perform one-off data transformations or queries using your project's existing utility classes.

Workflows

Starting an Authoritative Session

• Identify the project module (e.g., :app) and source set (e.g., main).
• Call kotlin_repl(command="start").
• Optionally provide env for environment variables or additionalDependencies if you need external libraries not currently in the project.

Probing Code & State

• Use kotlin_repl(command="run") with your Kotlin code.
• Use responder.render() for rich diagnostics.
• Review the returned text or image content.

Lifecycle Management

• Use kotlin_repl(command="stop") once your investigation is complete to release system resources.

Examples

Probing a project utility function

// Start the session
{
  "command": "start",
  "projectPath": ":my-project",
  "sourceSet": "main"
}

// Execute the probe
{
  "command": "run",
  "code": "import com.example.utils.MyHelper\nMyHelper.calculateSum(1, 2)"
}
// Reasoning: Using kotlin_repl to verify a utility function in the context of the main source set.

Visualizing a UI Component

import androidx.compose.ui.test.*
import com.example.ui.MyComposable

runComposeUiTest {
    setContent { MyComposable() }
    val bitmap = onRoot().captureToImage()
    responder.render(bitmap)
}
// Reasoning: Using the responder API to retrieve a high-resolution image of a Compose component.

Troubleshooting

• REPL Not Started: You must call start successfully before calling run.
• ClassNotFoundException: Ensure the project has been built at least once and that you have selected the correct sourceSet (e.g., test if the class is in src/test/kotlin).
• Changes Not Reflected: If your code changes aren't appearing, stop and start the REPL to refresh the classpath.