diff --git a/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl
new file mode 100644
index 000000000..4654d2718
Binary files /dev/null and b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl differ
diff --git a/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
index 07516d45f..bd1f67dde 100644
--- a/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
+++ b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
@@ -9,6 +9,16 @@
           "/etc/sagemaker-ui/sagemaker-mcp/smus-mcp.py"
         ],
         "env": {}
+      },
+      "aws-dp-remote-mcp": {
+        "command": "aws-data-processing-mcp-proxy",
+        "args": [],
+        "env": {
+          "AWS_PROFILE_NAME": "remote_mcp_profile",
+          "SELECTED_SERVERS": "*"
+        },
+        "disabled": false,
+        "timeout": 60000
       }
     },
     "tools": [
@@ -18,7 +28,8 @@
       "listDirectory",
       "fileSearch",
       "executeBash",
-      "@smus-local-mcp"
+      "@smus-local-mcp",
+      "@aws-dp-remote-mcp"
     ],
     "allowedTools": [
       "fsRead",
diff --git a/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
index 587d172ca..77e1eccff 100644
--- a/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
+++ b/template/v2/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
@@ -3,6 +3,16 @@
     "smus-local-mcp": {
       "command": "python",  
       "args": ["/etc/sagemaker-ui/sagemaker-mcp/smus-mcp.py"]
+    },
+    "aws-dp-remote-mcp": {
+      "command": "aws-data-processing-mcp-proxy",
+      "args": [],
+      "env": {
+        "AWS_PROFILE_NAME": "remote_mcp_profile",
+        "SELECTED_SERVERS": "*"
+      },
+      "disabled": false,
+      "timeout": 60000
     }
   }
 }
\ No newline at end of file
diff --git a/template/v2/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh b/template/v2/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
index 06f768550..bb6f8a5f1 100644
--- a/template/v2/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
+++ b/template/v2/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
@@ -404,6 +404,11 @@ else
     echo "Warning: Source configuration file not found at $agents_source_file"
 fi
 
+# Install AWS Data Processing MCP proxy wheel file
+echo "Installing AWS Data Processing MCP proxy..."
+pip install /etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl
+echo "Successfully installed AWS Data Processing MCP proxy"
+
 # Generate sagemaker pysdk intelligent default config
 nohup python /etc/sagemaker/sm_pysdk_default_config.py &
 # Only run the following commands if SAGEMAKER_APP_TYPE_LOWERCASE is jupyterlab and domain is not in express mode
diff --git a/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl
new file mode 100644
index 000000000..4654d2718
Binary files /dev/null and b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl differ
diff --git a/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
index 0b0bebfee..c8404ef93 100644
--- a/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
+++ b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/default.json
@@ -9,6 +9,16 @@
         "/etc/sagemaker-ui/sagemaker-mcp/smus-mcp.py"
       ],
       "env": {}
+    },
+    "aws-dp-remote-mcp": {
+      "command": "aws-data-processing-mcp-proxy",
+      "args": [],
+      "env": {
+        "AWS_PROFILE_NAME": "remote_mcp_profile",
+        "SELECTED_SERVERS": "*"
+      },
+      "disabled": false,
+      "timeout": 60000
     }
   },
   "tools": [
@@ -18,7 +28,8 @@
     "listDirectory",
     "fileSearch",
     "executeBash",
-    "@smus-local-mcp"
+    "@smus-local-mcp",
+    "@aws-dp-remote-mcp"
   ],
   "allowedTools": [
     "fsRead",
diff --git a/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
index 587d172ca..77e1eccff 100644
--- a/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
+++ b/template/v3/dirs/etc/sagemaker-ui/sagemaker-mcp/mcp.json
@@ -3,6 +3,16 @@
     "smus-local-mcp": {
       "command": "python",  
       "args": ["/etc/sagemaker-ui/sagemaker-mcp/smus-mcp.py"]
+    },
+    "aws-dp-remote-mcp": {
+      "command": "aws-data-processing-mcp-proxy",
+      "args": [],
+      "env": {
+        "AWS_PROFILE_NAME": "remote_mcp_profile",
+        "SELECTED_SERVERS": "*"
+      },
+      "disabled": false,
+      "timeout": 60000
     }
   }
 }
\ No newline at end of file
diff --git a/template/v3/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh b/template/v3/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
index 3cec0b226..cfe2c7a1d 100755
--- a/template/v3/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
+++ b/template/v3/dirs/etc/sagemaker-ui/sagemaker_ui_post_startup.sh
@@ -405,6 +405,11 @@ else
     echo "Warning: Source configuration file not found at $agents_source_file"
 fi
 
+# Install AWS Data Processing MCP proxy wheel file
+echo "Installing AWS Data Processing MCP proxy..."
+pip install /etc/sagemaker-ui/sagemaker-mcp/amzn_aws_data_processing_remote_mcp_local_proxy-0.1.0-py3-none-any.whl
+echo "Successfully installed AWS Data Processing MCP proxy"
+
 # Generate sagemaker pysdk intelligent default config
 nohup python /etc/sagemaker/sm_pysdk_default_config.py &
 # Only run the following commands if SAGEMAKER_APP_TYPE_LOWERCASE is jupyterlab and domain is not in express mode