diff --git a/buildSrc/build.gradle b/buildSrc/build.gradle
index 105444b1e6c22..3a1013c01dd53 100644
--- a/buildSrc/build.gradle
+++ b/buildSrc/build.gradle
@@ -114,7 +114,7 @@ dependencies {
   api 'gradle.plugin.com.github.johnrengelman:shadow:7.1.2'
   api 'org.jdom:jdom2:2.0.6.1'
   api "org.jetbrains.kotlin:kotlin-stdlib-jdk8:${props.getProperty('kotlin')}"
-  api 'de.thetaphi:forbiddenapis:3.5'
+  api 'de.thetaphi:forbiddenapis:3.5.1'
   api 'com.avast.gradle:gradle-docker-compose-plugin:0.16.11'
   api "org.yaml:snakeyaml:${props.getProperty('snakeyaml')}"
   api 'org.apache.maven:maven-model:3.9.1'
diff --git a/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditPrecommitPlugin.java b/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditPrecommitPlugin.java
index 06269cccd529e..d83f1b01ee043 100644
--- a/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditPrecommitPlugin.java
+++ b/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditPrecommitPlugin.java
@@ -51,7 +51,7 @@ public class ThirdPartyAuditPrecommitPlugin extends PrecommitPlugin {
     public TaskProvider<? extends Task> createTask(Project project) {
         project.getPlugins().apply(CompileOnlyResolvePlugin.class);
         project.getConfigurations().create("forbiddenApisCliJar");
-        project.getDependencies().add("forbiddenApisCliJar", "de.thetaphi:forbiddenapis:3.5");
+        project.getDependencies().add("forbiddenApisCliJar", "de.thetaphi:forbiddenapis:3.5.1");
 
         Configuration jdkJarHellConfig = project.getConfigurations().create(JDK_JAR_HELL_CONFIG_NAME);
         if (BuildParams.isInternal() && project.getPath().equals(":libs:opensearch-core") == false) {
diff --git a/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditTask.java b/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditTask.java
index 88af1ef8c94e3..6139291b9be1b 100644
--- a/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditTask.java
+++ b/buildSrc/src/main/java/org/opensearch/gradle/precommit/ThirdPartyAuditTask.java
@@ -79,9 +79,7 @@
 @CacheableTask
 public class ThirdPartyAuditTask extends DefaultTask {
 
-    private static final Pattern MISSING_CLASS_PATTERN = Pattern.compile(
-        "WARNING: Class '(.*)' cannot be loaded \\(.*\\)\\. Please fix the classpath!"
-    );
+    private static final Pattern MISSING_CLASS_PATTERN = Pattern.compile("DEBUG: Class '(.*)' cannot be loaded \\(.*\\)\\.");
 
     private static final Pattern VIOLATION_PATTERN = Pattern.compile("\\s\\sin ([a-zA-Z0-9$.]+) \\(.*\\)");
     private static final int SIG_KILL_EXIT_VALUE = 137;
@@ -367,7 +365,7 @@ private String runForbiddenAPIsCli() throws IOException {
             spec.jvmArgs("-Xmx1g");
             spec.jvmArgs(LoggedExec.shortLivedArgs());
             spec.getMainClass().set("de.thetaphi.forbiddenapis.cli.CliMain");
-            spec.args("-f", getSignatureFile().getAbsolutePath(), "-d", getJarExpandDir(), "--allowmissingclasses");
+            spec.args("-f", getSignatureFile().getAbsolutePath(), "-d", getJarExpandDir(), "--debug", "--allowmissingclasses");
             spec.setErrorOutput(errorOut);
             if (getLogger().isInfoEnabled() == false) {
                 spec.setStandardOutput(new NullOutputStream());
diff --git a/buildSrc/src/testKit/thirdPartyAudit/build.gradle b/buildSrc/src/testKit/thirdPartyAudit/build.gradle
index 33ba77e2beff7..553ff5d8e6ed2 100644
--- a/buildSrc/src/testKit/thirdPartyAudit/build.gradle
+++ b/buildSrc/src/testKit/thirdPartyAudit/build.gradle
@@ -40,7 +40,6 @@ repositories {
 }
 
 dependencies {
-  forbiddenApisCliJar 'de.thetaphi:forbiddenapis:3.5'
   jdkJarHell 'org.opensearch:opensearch-core:current'
   compileOnly "org.${project.properties.compileOnlyGroup}:${project.properties.compileOnlyVersion}"
   implementation "org.${project.properties.compileGroup}:${project.properties.compileVersion}"