diff --git a/apps/mlflow/.env b/apps/mlflow/.env
index 75eb853f..c447d23a 100644
--- a/apps/mlflow/.env
+++ b/apps/mlflow/.env
@@ -1,15 +1,16 @@
-W9_ID=mlflow         
+W9_ID='mlflow'
 W9_REPO=ghcr.io/mlflow/mlflow 
-W9_DIST=community                
-W9_VERSION=latest
+W9_DIST='community'
+W9_VERSION='v2.19.0'
 
 #### --  Not allowed to edit below environments when recreate app based on existing data  -- #### 
 W9_HTTP_PORT=5000         
-W9_HTTP_PORT_SET=9001      
-W9_URL=internet_ip        
+W9_HTTP_PORT_SET='9001'
+W9_URL='internet_ip'
 W9_NETWORK=websoft9
 #### --------------------------------------------------------------------------------------- ####
 
-# ENV for Mlflow
+# ENV for Mlflow: https://mlflow.org/docs/latest/cli.html#mlflow-server
+
 MLFLOW_HOME=/workspaces/mlflow
 MLFLOW_TRACKING_URI=sqlite:////workspaces/mlflow/mlruns.db
diff --git a/apps/mlflow/CHANGELOG.md b/apps/mlflow/CHANGELOG.md
index 09c4e7bd..11da4a10 100644
--- a/apps/mlflow/CHANGELOG.md
+++ b/apps/mlflow/CHANGELOG.md
@@ -3,3 +3,5 @@
 ## Release
 
 ### Fixes and Enhancements
+
+2024-12-27 first Release
diff --git a/apps/mlflow/Note.md b/apps/mlflow/Note.md
index bac3ee66..5e40cc0f 100644
--- a/apps/mlflow/Note.md
+++ b/apps/mlflow/Note.md
@@ -1,5 +1,7 @@
 # MLflow
 
-## What is MLflow?
 
-MLflow is an open-source platform designed to manage the complete machine learning lifecycle. It helps streamline various stages of the development process including tracking experiments, packaging code into reproducible environments, and deploying models. MLflow supports any machine learning library, framework, or environment, such as TensorFlow, PyTorch, and Scikit-learn.
+
+## Config
+
+- cli: `mlflow --help`
diff --git a/apps/mlflow/variables.json b/apps/mlflow/variables.json
index 081b9781..2752e4c5 100644
--- a/apps/mlflow/variables.json
+++ b/apps/mlflow/variables.json
@@ -7,13 +7,13 @@
   "edition": [
     {
       "dist": "community",
-      "version": ["v2.16.2","latest"]
+      "version": ["v2.19.0","latest"]
     }
   ],
   "requirements": {
-    "cpu": "2",
-    "memory": "8",
-    "disk": "20",
+    "cpu": "1",
+    "memory": "1",
+    "disk": "2",
     "url": "https://mlflow.org/docs/latest/index.html"
   }
 }
\ No newline at end of file