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The simplest way to distinguish AI agent builds is to simply ask. Observability and rich performance insights for both agent and human builds is possible with [Develocity][0] Build Scans®.

Why?

Tracking them is the first step to managing their impact on performance, cost, and quality. They still represent infrastructure usage and developer wait time. Read the whitepaper: [GenAI Won't Replace Your Continuous Delivery Pipeline — It Will Stress It][1].

How?

Ask agents via an instructions file to export or prefix their commands with a variable, then tag build scans accordingly. This approach works universally, even if some tools may offer other options (e.g. VS Code's [agent terminal profile settings][3]).

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#!/usr/bin/env kotlin

@file:DependsOn("com.gabrielfeo:develocity-api-kotlin:2024.3.0")

import com.gabrielfeo.develocity.api.*
import kotlinx.coroutines.runBlocking


val buildScanId = requireNotNull(args.getOrNull(0)) { "Expected arg 0: build scan ID" }
val taskPaths = System.`in`.bufferedReader().lineSequence()

gabrielfeo

/**
 * @fileoverview A robust, self-contained Google Apps Script for copying
 * the content and comments of multiple selected cells to the clipboard
 * in a TSV (Tab-Separated Value) format. This version is built as an
 * add-on and includes a custom HTML escape function for resilience.
 */

/**
 * Creates a custom add-on menu in the spreadsheet UI when the sheet is opened.
 * Using createAddonMenu() places the menu in the "Extensions > Add-ons" section,

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#!/usr/bin/env kotlin

/*
 This script demonstrates how to retrieve the cache artifacts that were created for Task and
 artifact transform outputs as part of a given build, sorted by size (bytes) descending, using the
 Develocity REST API to fetch build information.
 (https://docs.gradle.com/develocity/api-manual/)

 DISCLAIMER: develocity-api-kotlin is a third-party library, not an official Gradle product.
 (https://github.com/gabrielfeo/develocity-api-kotlin)

gabrielfeo

#!/usr/bin/env kotlin

/*
 This script demonstrates how to retrieve the last published build time for each user
 provided via stdin, using the Develocity REST API to fetch build information.
 (https://docs.gradle.com/develocity/api-manual/)

 DISCLAIMER: develocity-api-kotlin is a third-party library, not an official Gradle product.
 (https://github.com/gabrielfeo/develocity-api-kotlin)

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import java.nio.file.FileSystems

develocity {
    buildScan {
        background {
            FileSystems.getDefault().getFileStores().forEach {
                value("Free space: ${it.name()}", "${it.usableSpace}/${it.totalSpace}")
            }
        }
    }

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def fingerprinter = services.get(org.gradle.internal.fingerprint.classpath.ClasspathFingerprinter)
tasks.withType(org.jetbrains.kotlin.gradle.tasks.KotlinCompile).configureEach { task ->
    def objectFactory = task.project.objects
    def buildScan = rootProject.buildScan
    doFirst {
        ClassLoader classLoader = task.getClass().classLoader
        while (classLoader instanceof URLClassLoader) {
            def fingerprints = [] as Set
            def allFiles = [] as Set
            classLoader.getURLs().each {

gabrielfeo

#!/usr/bin/env bash

# Have gpg fetch key password using 1Password CLI.
#
# 1. Add to ~/.gnupg/gpg-agent.conf:
#
#   pinentry-program <path to this file>
#
# 2. Export OP_GPG_PASSWORD_ENTRY_<key-id>=<key-password-reference> variables :
#