diff --git a/codegen/aws-sdk-codegen/src/main/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegration.kt b/codegen/aws-sdk-codegen/src/main/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegration.kt
index 268da668c20..ec92f4b1621 100644
--- a/codegen/aws-sdk-codegen/src/main/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegration.kt
+++ b/codegen/aws-sdk-codegen/src/main/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegration.kt
@@ -112,8 +112,7 @@ class ModuleDocumentationIntegration(
             ?.value
 
         appendLine("## Code Examples")
-        append("To see full code examples, see the ${title ?: sdkId} examples in the AWS code example library. ")
-        appendLine("See $codeExampleLink")
+        appendLine("Explore code examples for ${title ?: sdkId} in the <a href=\"$codeExampleLink\">AWS code example library</a>.")
         appendLine()
     }
 }
diff --git a/codegen/aws-sdk-codegen/src/test/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegrationTest.kt b/codegen/aws-sdk-codegen/src/test/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegrationTest.kt
index d3911776bb7..b928f93b420 100644
--- a/codegen/aws-sdk-codegen/src/test/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegrationTest.kt
+++ b/codegen/aws-sdk-codegen/src/test/kotlin/aws/sdk/kotlin/codegen/ModuleDocumentationIntegrationTest.kt
@@ -61,7 +61,7 @@ class ModuleDocumentationIntegrationTest {
             .shouldContainOnlyOnceWithDiff(
                 """
                     ## Code Examples
-                    To see full code examples, see the Test Service examples in the AWS code example library. See https://example.com
+                    Explore code examples for Test Service in the <a href="https://example.com">AWS code example library</a>
                 """.trimIndent(),
             )
 }