diff --git a/.gitignore b/.gitignore
index 956cd633f..16bd4e7ff 100644
--- a/.gitignore
+++ b/.gitignore
@@ -149,6 +149,7 @@ out
 # Nuxt.js build / generate output
 .nuxt
 dist
+admin/release
 
 # Gatsby files
 .cache/
diff --git a/admin/README.md b/admin/README.md
index c5e1c0b98..1200e8123 100644
--- a/admin/README.md
+++ b/admin/README.md
@@ -15,22 +15,48 @@ It consists of a server-side Service and a command-line client (CLI), both imple
 - **Admin Service**: A backend service that interfaces with the RAGFlow system to execute administrative operations and monitor its status.
 - **Admin CLI**: A command-line interface that allows users to connect to the Admin Service and issue commands for system management.
 
+
+
 ### Starting the Admin Service
 
-1.  Before start Admin Service, please make sure RAGFlow system is already started.
+#### Launching from source code
+
+1. Before start Admin Service, please make sure RAGFlow system is already started.
+
+2. Launch from source code:
+
+   ```bash
+   python admin/admin_server.py
+   ```
+   The service will start and listen for incoming connections from the CLI on the configured port. 
+
+#### Using docker image
+
+1. Before startup, please configure the `docker_compose.yml`  file to enable admin server:
+
+   ```bash
+   command:
+     - --enable-adminserver
+   ```
+
+2. Start the containers, the service will start and listen for incoming connections from the CLI on the configured port.
+
 
-2.  Run the service script:
-    ```bash
-    python admin/admin_server.py
-    ```
-    The service will start and listen for incoming connections from the CLI on the configured port.
 
 ### Using the Admin CLI
 
 1.  Ensure the Admin Service is running.
-2.  Launch the CLI client:
+2.  Install ragflow-cli.
     ```bash
-    python admin/admin_client.py -h 0.0.0.0 -p 9381
+    pip install ragflow-cli
+    ```
+3.  Launch the CLI client:
+    ```bash
+    ragflow-cli -h 0.0.0.0 -p 9381
+    ```
+	Enter superuser's password to login. Default password is `admin`.
+
+
 
 ## Supported Commands
 
@@ -42,12 +68,7 @@ Commands are case-insensitive and must be terminated with a semicolon (`;`).
     -   Lists all available services within the RAGFlow system.
 -   `SHOW SERVICE <id>;`
     -   Shows detailed status information for the service identified by `<id>`.
--   `STARTUP SERVICE <id>;`
-    -   Attempts to start the service identified by `<id>`.
--   `SHUTDOWN SERVICE <id>;`
-    -   Attempts to gracefully shut down the service identified by `<id>`.
--   `RESTART SERVICE <id>;`
-    -   Attempts to restart the service identified by `<id>`.
+
 
 ### User Management Commands
 
@@ -55,10 +76,17 @@ Commands are case-insensitive and must be terminated with a semicolon (`;`).
     -   Lists all users known to the system.
 -   `SHOW USER '<username>';`
     -   Shows details and permissions for the specified user. The username must be enclosed in single or double quotes.
+
+- `CREATE USER <username> <password>;`
+  - Create user by username and password. The username and password must be enclosed in single or double quotes.
+
 -   `DROP USER '<username>';`
     -   Removes the specified user from the system. Use with caution.
 -   `ALTER USER PASSWORD '<username>' '<new_password>';`
     -   Changes the password for the specified user.
+-   `ALTER USER ACTIVE <username> <on/off>;`
+    -   Changes the user to active or inactive.
+
 
 ### Data and Agent Commands
 
diff --git a/admin/build_cli_release.sh b/admin/build_cli_release.sh
new file mode 100755
index 000000000..c9fd6d9d9
--- /dev/null
+++ b/admin/build_cli_release.sh
@@ -0,0 +1,47 @@
+#!/bin/bash
+
+set -e
+
+echo "🚀 Start building..."
+echo "================================"
+
+PROJECT_NAME="ragflow-cli"
+
+RELEASE_DIR="release"
+BUILD_DIR="dist"
+SOURCE_DIR="src"
+PACKAGE_DIR="ragflow_cli"
+
+echo "🧹 Clean old build folder..."
+rm -rf release/
+
+echo "📁 Prepare source code..."
+mkdir release/$PROJECT_NAME/$SOURCE_DIR -p
+cp pyproject.toml release/$PROJECT_NAME/pyproject.toml
+cp README.md release/$PROJECT_NAME/README.md
+
+mkdir release/$PROJECT_NAME/$SOURCE_DIR/$PACKAGE_DIR -p
+cp admin_client.py release/$PROJECT_NAME/$SOURCE_DIR/$PACKAGE_DIR/admin_client.py
+
+if [ -d "release/$PROJECT_NAME/$SOURCE_DIR" ]; then
+    echo "✅ source dir: release/$PROJECT_NAME/$SOURCE_DIR"
+else
+    echo "❌ source dir not exist: release/$PROJECT_NAME/$SOURCE_DIR"
+    exit 1
+fi
+
+echo "🔨 Make build file..."
+cd release/$PROJECT_NAME
+export PYTHONPATH=$(pwd)
+python -m build
+
+echo "✅ check build result..."
+if [ -d "$BUILD_DIR" ]; then
+    echo "📦 Package generated:"
+    ls -la $BUILD_DIR/
+else
+    echo "❌ Build Failed: $BUILD_DIR not exist."
+    exit 1
+fi
+
+echo "🎉 Build finished successfully!"
\ No newline at end of file
diff --git a/admin/pyproject.toml b/admin/pyproject.toml
new file mode 100644
index 000000000..825fedce4
--- /dev/null
+++ b/admin/pyproject.toml
@@ -0,0 +1,24 @@
+[project]
+name = "ragflow-cli"
+version = "0.21.0.dev2"
+description = "Admin Service's client of [RAGFlow](https://github.com/infiniflow/ragflow). The Admin Service provides user management and system monitoring. "
+authors = [{ name = "Lynn", email = "lynn_inf@hotmail.com" }]
+license = { text = "Apache License, Version 2.0" }
+readme = "README.md"
+requires-python = ">=3.10,<3.13"
+dependencies = [
+    "requests>=2.30.0,<3.0.0",
+    "beartype>=0.18.5,<0.19.0",
+    "pycryptodomex>=3.10.0",
+    "lark>=1.1.0",
+]
+
+[dependency-groups]
+test = [
+    "pytest>=8.3.5",
+    "requests>=2.32.3",
+    "requests-toolbelt>=1.0.0",
+]
+
+[project.scripts]
+ragflow-cli = "ragflow_cli.admin_client:main"
diff --git a/docs/guides/manage_users_and_services.md b/docs/guides/manage_users_and_services.md
index d36ed0ff5..faafbf198 100644
--- a/docs/guides/manage_users_and_services.md
+++ b/docs/guides/manage_users_and_services.md
@@ -12,33 +12,50 @@ The Admin CLI and Admin Service form a client-server architectural suite for RAG
 
 
 
-## Starting the Admin Service
+### Starting the Admin Service
+
+#### Launching from source code
 
 1. Before start Admin Service, please make sure RAGFlow system is already started.
-2. Switch to ragflow/ directory and run the service script:
 
-```bash
-source .venv/bin/activate
-export PYTHONPATH=$(pwd)
-python admin/admin_server.py
-```
+2. Launch from source code:
 
-The service will start and listen for incoming connections from the CLI on the configured port. Default port is 9381.
+   ```bash
+   python admin/admin_server.py
+   ```
+
+   The service will start and listen for incoming connections from the CLI on the configured port. 
+
+#### Using docker image
+
+1. Before startup, please configure the `docker_compose.yml`  file to enable admin server:
+
+   ```bash
+   command:
+     - --enable-adminserver
+   ```
+
+2. Start the containers, the service will start and listen for incoming connections from the CLI on the configured port.
 
 
 
-## Using the Admin CLI
+### Using the Admin CLI
 
 1. Ensure the Admin Service is running.
-2. Launch the CLI client:
 
-```bash
-source .venv/bin/activate
-export PYTHONPATH=$(pwd)
-python admin/admin_client.py -h 0.0.0.0 -p 9381
-```
+2. Install ragflow-cli.
 
-Enter superuser's password to login. Default password is `admin`.
+   ```bash
+   pip install ragflow-cli
+   ```
+
+3. Launch the CLI client:
+
+   ```bash
+   ragflow-cli -h 0.0.0.0 -p 9381
+   ```
+
+​	Enter superuser's password to login. Default password is `admin`.