diff --git a/scripts/aws/README.md b/scripts/aws/README.md
index 06c475ae8..9190046a3 100644
--- a/scripts/aws/README.md
+++ b/scripts/aws/README.md
@@ -1,8 +1,9 @@
 # Deploy Langflow on AWS
 
-**Duraration**: 30 minutes
+**Duration**: 30 minutes
 
 ## Introduction
+
 In this tutorial, you will learn how to deploy langflow on AWS using [AWS Cloud Development Kit](https://aws.amazon.com/cdk/?nc2=type_a) (CDK).
 This tutorial assumes you have an AWS account and basic knowledge of AWS.
 
@@ -15,36 +16,38 @@ The Fargate task is divided into a frontend and a backend, which communicate thr
 If you just want to deploy resources, you do not need in-depth knowledge of each of the above services.
 
 # How to set up your environment and deploy langflow
+
 1. Open [AWS CloudShell](https://us-east-1.console.aws.amazon.com/cloudshell/home?region=us-east-1).
 1. Run the following commands in Cloudshell:
-    ```shell
-    git clone https://github.com/aws-samples/cloud9-setup-for-prototyping
-    cd cloud9-setup-for-prototyping
-    ./bin/bootstrap
-    ```
+   ```shell
+   git clone https://github.com/aws-samples/cloud9-setup-for-prototyping
+   cd cloud9-setup-for-prototyping
+   ./bin/bootstrap
+   ```
 1. When you see `Done!` in Cloudshell, open `cloud9-for-prototyping` from [AWS Cloud9](https://us-east-1.console.aws.amazon.com/cloud9control/home?region=us-east-1#/).
-    ![make-cloud9](./img/langflow-cloud9-en.png)
+   ![make-cloud9](./img/langflow-cloud9-en.png)
 1. Run the following command in the Cloud9 terminal.
-    ```shell
-    git clone -b aws-cdk-dev2 https://github.com/kazuki306/langflow
-    cd langflow/scripts/aws
-    cp .env.example .env # Edit this file if you need environment settings
-    npm ci
-    cdk bootstrap
-    cdk deploy
-    ```
+   ```shell
+   git clone -b aws-cdk-dev2 https://github.com/kazuki306/langflow
+   cd langflow/scripts/aws
+   cp .env.example .env # Edit this file if you need environment settings
+   npm ci
+   cdk bootstrap
+   cdk deploy
+   ```
 1. Access the URL displayed.
-    ```shell
-    Outputs:
-    LangflowAppStack.NetworkURLXXXXXX = http://alb-XXXXXXXXXXX.elb.amazonaws.com
-    ```
+   ```shell
+   Outputs:
+   LangflowAppStack.NetworkURLXXXXXX = http://alb-XXXXXXXXXXX.elb.amazonaws.com
+   ```
 1. Enter your user name and password to sign in. If you have not set a user name and password in your `.env` file, the user name will be set to `admin` and the password to `123456`.
-    ![signin-langflow](./img/langflow-signin.png)
+   ![signin-langflow](./img/langflow-signin.png)
 
 # Cleanup
+
 1. Run the following command in the Cloud9 terminal.
-    ```shell
-    bash delete-resources.sh
-    ```
+   ```shell
+   bash delete-resources.sh
+   ```
 1. Open [AWS CloudFormation](https://us-east-1.console.aws.amazon.com/cloudformation/home?region=us-east-1#/getting-started), select `aws-cloud9-cloud9-for-prototyping-XXXX` and delete it.
-![delete-cfn](./img/langflow-cfn.png)
\ No newline at end of file
+   ![delete-cfn](./img/langflow-cfn.png)