diff --git a/WordPress/build.gradle b/WordPress/build.gradle
index b3724df76361..006de851ae42 100644
--- a/WordPress/build.gradle
+++ b/WordPress/build.gradle
@@ -12,6 +12,7 @@ plugins {
     id "se.bjurr.violations.violation-comments-to-github-gradle-plugin"
     id "com.google.gms.google-services"
     id 'dagger.hilt.android.plugin'
+    id "org.jetbrains.kotlinx.kover"
 }
 
 sentry {
diff --git a/build.gradle b/build.gradle
index 157ec9effa0e..491972cf882f 100644
--- a/build.gradle
+++ b/build.gradle
@@ -4,6 +4,7 @@ import org.jetbrains.kotlin.gradle.tasks.KotlinCompile
 plugins {
     id "io.gitlab.arturbosch.detekt"
     id 'com.automattic.android.measure-builds'
+    id "org.jetbrains.kotlinx.kover"
     id "androidx.navigation.safeargs.kotlin" apply false
     id "com.android.library" apply false
     id 'com.google.gms.google-services' apply false
@@ -248,4 +249,5 @@ dependencies {
     detektPlugins "io.gitlab.arturbosch.detekt:detekt-formatting:$gradle.ext.detektVersion"
 }
 
+apply from: './config/gradle/code_coverage.gradle'
 apply from: './config/gradle/gradle_build_scan.gradle'
diff --git a/config/gradle/code_coverage.gradle b/config/gradle/code_coverage.gradle
new file mode 100644
index 000000000000..6ffe328b90ba
--- /dev/null
+++ b/config/gradle/code_coverage.gradle
@@ -0,0 +1,71 @@
+static String resolveProjectVariantForCodeCoverage(Project project) {
+    if (project.name == "WordPress") {
+        return "wordpressVanillaRelease"
+    } else {
+        return "release"
+    }
+}
+
+subprojects {
+    pluginManager.withPlugin("org.jetbrains.kotlinx.kover") {
+        if (project.plugins.hasPlugin("com.android.library") || project.plugins.hasPlugin("com.android.application")) {
+            koverReport {
+                defaults {
+                    mergeWith(resolveProjectVariantForCodeCoverage(project))
+                }
+            }
+        }
+    }
+}
+
+dependencies {
+    kover(
+            project(":WordPress"),
+            project(":libs:editor"),
+            project(":libs:image-editor"),
+            project(":libs:processors"),
+    )
+}
+
+koverReport {
+    filters {
+        excludes {
+            packages(
+                    'com.bumptech.glide',
+                    'dagger.*',
+                    '*.compose*',
+                    '*.debug*',
+                    'hilt_aggregated_deps',
+                    '*.databinding',
+                    'org.wordpress.android.modules',
+                    'org.wordpress.android.widgets',
+            )
+
+            classes(
+                    '*_Factory*',
+                    '*Activity',
+                    '*Activity$*',
+                    '*Adapter',
+                    '*Adapter$*',
+                    '*BuildConfig',
+                    '*DiffCallback*',
+                    '*Dialog',
+                    '*Dialog$*',
+                    '*Fragment',
+                    '*Fragment$*',
+                    '*FragmentDirections*',
+                    '*FragmentKt*',
+                    '*Module',
+                    '*Module_*',
+                    '*View',
+                    '*View$*',
+                    '*ViewHolder',
+                    '*ViewHolder$*',
+                    '*ViewHolderKt*',
+                    '*.Hilt_*',
+                    '*HiltModules*',
+                    '*_MembersInjector',
+            )
+        }
+    }
+}
diff --git a/libs/editor/build.gradle b/libs/editor/build.gradle
index b6323f01d4c0..a6203ef1c9ed 100644
--- a/libs/editor/build.gradle
+++ b/libs/editor/build.gradle
@@ -2,6 +2,7 @@ plugins {
     id "com.android.library"
     id "org.jetbrains.kotlin.android"
     id "org.jetbrains.kotlin.plugin.parcelize"
+    id "org.jetbrains.kotlinx.kover"
 }
 
 repositories {
diff --git a/libs/image-editor/build.gradle b/libs/image-editor/build.gradle
index 21fbf110e765..2cdd7f6bf40f 100644
--- a/libs/image-editor/build.gradle
+++ b/libs/image-editor/build.gradle
@@ -3,6 +3,7 @@ plugins {
     id "org.jetbrains.kotlin.android"
     id "org.jetbrains.kotlin.plugin.parcelize"
     id "androidx.navigation.safeargs.kotlin"
+    id "org.jetbrains.kotlinx.kover"
 }
 
 android {
diff --git a/libs/processors/build.gradle b/libs/processors/build.gradle
index 03b3715127f0..8e338bd2ea76 100644
--- a/libs/processors/build.gradle
+++ b/libs/processors/build.gradle
@@ -1,6 +1,7 @@
 plugins {
     id "org.jetbrains.kotlin.jvm"
     id "org.jetbrains.kotlin.kapt"
+    id "org.jetbrains.kotlinx.kover"
 }
 
 sourceCompatibility = JavaVersion.VERSION_1_8
diff --git a/settings.gradle b/settings.gradle
index 5ce20fe7d7ed..5e48b42287db 100644
--- a/settings.gradle
+++ b/settings.gradle
@@ -8,6 +8,7 @@ pluginManagement {
     gradle.ext.detektVersion = '1.23.0'
     gradle.ext.violationCommentsVersion = '1.67'
     gradle.ext.measureBuildsVersion = '2.0.3'
+    gradle.ext.koverVersion = '0.7.5'
 
     plugins {
         id "org.jetbrains.kotlin.android" version gradle.ext.kotlinVersion
@@ -24,6 +25,7 @@ pluginManagement {
         id "io.gitlab.arturbosch.detekt" version gradle.ext.detektVersion
         id "se.bjurr.violations.violation-comments-to-github-gradle-plugin" version gradle.ext.violationCommentsVersion
         id 'com.automattic.android.measure-builds' version gradle.ext.measureBuildsVersion
+        id "org.jetbrains.kotlinx.kover" version gradle.ext.koverVersion
     }
     repositories {
         maven {