diff --git a/docs/lang/articles/contribution/dev_install.md b/docs/lang/articles/contribution/dev_install.md
index 56ed08e599631..7003b2a1deb11 100644
--- a/docs/lang/articles/contribution/dev_install.md
+++ b/docs/lang/articles/contribution/dev_install.md
@@ -34,6 +34,7 @@ Installation instructions vary depending on which operating system (OS) you are
 
 ## Prerequisites
 
+````mdx-code-block
 <Tabs
   defaultValue="unix"
   values={[
@@ -66,13 +67,14 @@ Installation instructions vary depending on which operating system (OS) you are
 </TabItem>
 
 </Tabs>
-
+````
 ### Install Clang
 
 <blockquote>
 This Clang compiler is used to compile the Taichi device runtime. It is **not required** to use this compiler for the C++ compiler.
 </blockquote>
 
+````mdx-code-block
 <Tabs
   defaultValue="arch"
   values={[
@@ -153,7 +155,7 @@ Some Linux distributions may require additional packages to build Taichi. Keep a
 </TabItem>
 
 </Tabs>
-
+````
 ### Install LLVM
 
 #### Install pre-built, customized LLVM binaries
@@ -162,6 +164,7 @@ We provide pre-built, customized LLVM binaries. For now, Taichi supports LLVM 10
 
 1. Download and install customized binaries from the following list per your system environment:
 
+````mdx-code-block
 <Tabs
   defaultValue="llvm_linux"
   values={[
@@ -185,9 +188,9 @@ We provide pre-built, customized LLVM binaries. For now, Taichi supports LLVM 10
     <a href="https://github.com/taichi-dev/taichi_assets/releases/download/llvm10_msvc2022/taichi-llvm-10.0.0-msvc2022.zip">LLVM 10.0.0 for Windows MSVC 2022</a>
 </TabItem>
 </Tabs>
-
 2. Configure environment variable:
 
+````mdx-code-block
 <Tabs
   defaultValue="linux"
   values={[
@@ -216,7 +219,7 @@ Add an environment variable `LLVM_DIR` with value `<Path to the extracted LLVM b
 </TabItem>
 
 </Tabs>
-
+````
 
 <details>
 
@@ -224,6 +227,7 @@ Add an environment variable `LLVM_DIR` with value `<Path to the extracted LLVM b
 
 We provide instructions here if you need to build LLVM 10.0.0 from source.
 
+````mdx-code-block
 <Tabs
   defaultValue="linux"
   values={[
@@ -282,7 +286,6 @@ cmake --build . --target=INSTALL --config=Release
 </TabItem>
 
 </Tabs>
-
 </details>
 
 ## Install optional dependencies
@@ -298,6 +301,7 @@ This section works for you if you have a Nvidia GPU supporting CUDA. Note that t
 
 To install CUDA:
 
+````mdx-code-block
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 
@@ -352,6 +356,7 @@ import TabItem from '@theme/TabItem';
 
 You must install the Vulkan SDK in order to debug Taichi's Vulkan backend. To proceed:
 
+````mdx-code-block
 <Tabs
   defaultValue="linux"
   values={[
@@ -393,10 +398,12 @@ You must install the Vulkan SDK in order to debug Taichi's Vulkan backend. To pr
 </TabItem>
 
 </Tabs>
+````
 </details>
 
 ## Build Taichi from source
 
+````mdx-code-block
 <Tabs
   defaultValue="linux"
   values={[
@@ -478,7 +485,6 @@ If you want to build Taichi with Clang or maybe utilize `ccache` to cache and sp
 </TabItem>
 
 </Tabs>
-
 ## Troubleshooting and debugging
 
 ### `llvm-as` cannot be opened on macOS
diff --git a/docs/lang/articles/contribution/doc_writing.md b/docs/lang/articles/contribution/doc_writing.md
index 87d550c104c8a..fd01e8da852bb 100644
--- a/docs/lang/articles/contribution/doc_writing.md
+++ b/docs/lang/articles/contribution/doc_writing.md
@@ -174,7 +174,6 @@ This is a danger!
 ## Code groups
 
 You could also insert tab-based code groups:
-
 ```md
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
@@ -192,6 +191,7 @@ import TabItem from '@theme/TabItem';
 </Tabs>
 ```
 
+````mdx-code-block
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 
@@ -206,7 +206,6 @@ import TabItem from '@theme/TabItem';
   <TabItem value="orange">This is an orange 🍊.</TabItem>
   <TabItem value="banana">This is a banana 🍌.</TabItem>
 </Tabs>
-
 ## Footnotes
 
 To add footnotes, use:
@@ -251,6 +250,8 @@ import TOCInline from '@theme/TOCInline';
 
 to insert an in-line ToC:
 
+````mdx-code-block
 import TOCInline from '@theme/TOCInline';
 
 <TOCInline toc={toc} />
+````
diff --git a/docs/lang/articles/get-started/index.md b/docs/lang/articles/get-started/index.md
index 44c056c8aaf6f..bb17cef33b02e 100644
--- a/docs/lang/articles/get-started/index.md
+++ b/docs/lang/articles/get-started/index.md
@@ -48,11 +48,13 @@ To get started with the Taichi Language, simply install it with `pip`:
 python3 -m pip install taichi
 ```
 
+There are a few of extra requirements depend on which operating system you are using:
+
+````mdx-code-block
+
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
 
-There are a few of extra requirements depend on which operating system you are using:
-
 <Tabs
   defaultValue="arch-linux"
   values={[
@@ -71,6 +73,7 @@ There are a few of extra requirements depend on which operating system you are u
 
   </TabItem>
 </Tabs>
+````
 
 See the [Installation Troubleshooting](../faqs/install.md) if you run into any issues when installing Taichi.