diff --git a/trpc-core/src/main/java/org/slf4j/TrpcMDCAdapter.java b/trpc-core/src/main/java/org/slf4j/TrpcMDCAdapter.java
index a93137b7ef..00ca8d4166 100644
--- a/trpc-core/src/main/java/org/slf4j/TrpcMDCAdapter.java
+++ b/trpc-core/src/main/java/org/slf4j/TrpcMDCAdapter.java
@@ -13,11 +13,13 @@
 
 import com.alibaba.ttl.TransmittableThreadLocal;
 import com.tencent.trpc.core.utils.StringUtils;
+import java.util.Deque;
 import java.util.HashMap;
 import java.util.Map;
 import java.util.Objects;
 import java.util.Optional;
 import java.util.concurrent.ConcurrentHashMap;
+import org.slf4j.helpers.ThreadLocalMapOfStacks;
 import org.slf4j.spi.MDCAdapter;
 
 /**
@@ -39,6 +41,7 @@ public class TrpcMDCAdapter implements MDCAdapter {
     private static final TrpcMDCAdapter mtcMDCAdapter;
 
     private final ThreadLocal<Map<String, String>> copyOnInheritThreadLocal = new TransmittableThreadLocal<>();
+    private final ThreadLocalMapOfStacks threadLocalMapOfDeques = new ThreadLocalMapOfStacks();
 
     /**
      * Keeps track of the last operation performed
@@ -141,6 +144,22 @@ public Map<String, String> getCopyOfContextMap() {
                 .map(HashMap::new).orElse(null);
     }
 
+    public void pushByKey(String key, String value) {
+        this.threadLocalMapOfDeques.pushByKey(key, value);
+    }
+
+    public String popByKey(String key) {
+        return this.threadLocalMapOfDeques.popByKey(key);
+    }
+
+    public Deque<String> getCopyOfDequeByKey(String key) {
+        return this.threadLocalMapOfDeques.getCopyOfDequeByKey(key);
+    }
+
+    public void clearDequeByKey(String key) {
+        this.threadLocalMapOfDeques.clearDequeByKey(key);
+    }
+
     @SuppressWarnings("unchecked")
     @Override
     public void setContextMap(Map contextMap) {
diff --git a/trpc-dependencies/trpc-dependencies-bom/pom.xml b/trpc-dependencies/trpc-dependencies-bom/pom.xml
index 3f56ee9532..85dad9b674 100644
--- a/trpc-dependencies/trpc-dependencies-bom/pom.xml
+++ b/trpc-dependencies/trpc-dependencies-bom/pom.xml
@@ -62,9 +62,9 @@
         <javassist.version>3.28.0-GA</javassist.version>
         <javax.servlet-api.version>3.1.0</javax.servlet-api.version>
         <jsr305.version>3.0.2</jsr305.version>
-        <logback.version>1.2.13</logback.version>
-        <logging.log4j.version>2.17.1</logging.log4j.version>
-        <log4j2.ttl.thread.context.map.version>1.3.3</log4j2.ttl.thread.context.map.version>
+        <logback.version>1.5.15</logback.version>
+        <logging.log4j.version>2.24.3</logging.log4j.version>
+        <log4j2.ttl.thread.context.map.version>1.4.0</log4j2.ttl.thread.context.map.version>
         <maven.gpg.version>3.1.0</maven.gpg.version>
         <maven.deploy.version>3.0.0</maven.deploy.version>
         <maven.source.version>3.0.1</maven.source.version>
@@ -94,7 +94,7 @@
         <resteasy.version>5.0.6.Final</resteasy.version>
         <sentinel-transport-simple-http.version>1.8.6</sentinel-transport-simple-http.version>
         <sentinel.version>1.8.6</sentinel.version>
-        <slf4j.version>1.7.36</slf4j.version>
+        <slf4j.version>2.0.16</slf4j.version>
         <snakeyaml.version>2.0</snakeyaml.version>
         <snappy.version>1.1.10.4</snappy.version>
         <spring.version>5.3.27</spring.version>