diff --git a/README-zh-Hans.md b/README-zh-Hans.md
index 7b6efa462..9c116a956 100644
--- a/README-zh-Hans.md
+++ b/README-zh-Hans.md
@@ -13,6 +13,8 @@
    [![Build](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml/badge.svg)](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml)
    [![Documentation](https://readthedocs.org/projects/colossalai/badge/?version=latest)](https://colossalai.readthedocs.io/en/latest/?badge=latest)
    [![codebeat badge](https://codebeat.co/badges/bfe8f98b-5d61-4256-8ad2-ccd34d9cc156)](https://codebeat.co/projects/github-com-hpcaitech-colossalai-main)
+   [![slack badge](https://img.shields.io/badge/Slack-join-blueviolet?logo=slack&amp)](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
+   [![WeChat badge](https://img.shields.io/badge/微信-加入-green?logo=wechat&amp)](./docs/images/WeChat.png)
 
    | [English](README.md) | [中文](README-zh-Hans.md) |
 </div>
@@ -110,10 +112,23 @@ docker build -t colossalai ./docker
 docker run -ti --gpus all --rm --ipc=host colossalai bash
 ```
 
+
+## 社区
+欢迎通过[论坛](https://github.com/hpcaitech/ColossalAI/discussions),
+[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
+或[微信](./docs/images/WeChat.png "qrcode")加入Colossal-AI社区，与我们分享你的建议和问题。
+
+
 ## 做出贡献
 
 欢迎为该项目做出贡献，请参阅[贡献指南](./CONTRIBUTING.md)。
 
+真诚感谢所有贡献者！
+
+<a href="https://github.com/hpcaitech/ColossalAI/graphs/contributors"><img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/contributor_avatar.png" width="800px"></a>
+
+*贡献者头像的展示顺序是随机的。*
+
 
 ## 快速预览
 
@@ -195,11 +210,6 @@ class MLP_2D(nn.Module):
 ```
 
 
-## 社区
-欢迎通过[论坛](https://github.com/hpcaitech/ColossalAI/discussions)
-[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
-或 [微信](./docs/images/WeChat.png "qrcode")
-加入Colossal-AI社区，与我们分享你的建议和问题。
 
 
 ## 引用
diff --git a/README.md b/README.md
index 4512b695f..8528ac2a8 100644
--- a/README.md
+++ b/README.md
@@ -13,6 +13,8 @@
    [![Build](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml/badge.svg)](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml)
    [![Documentation](https://readthedocs.org/projects/colossalai/badge/?version=latest)](https://colossalai.readthedocs.io/en/latest/?badge=latest)
    [![codebeat badge](https://codebeat.co/badges/bfe8f98b-5d61-4256-8ad2-ccd34d9cc156)](https://codebeat.co/projects/github-com-hpcaitech-colossalai-main)
+   [![slack badge](https://img.shields.io/badge/Slack-join-blueviolet?logo=slack&amp)](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
+   [![WeChat badge](https://img.shields.io/badge/微信-加入-green?logo=wechat&amp)](./docs/images/WeChat.png)
 
    | [English](README.md) | [中文](README-zh-Hans.md) |
 </div>
@@ -99,6 +101,7 @@ If you don't want to install and enable CUDA kernel fusion (compulsory installat
 pip install --global-option="--no_cuda_ext" .
 ```
 
+
 ## Use Docker
 
 Run the following command to build a docker image from Dockerfile provided.
@@ -114,10 +117,24 @@ Run the following command to start the docker container in interactive mode.
 docker run -ti --gpus all --rm --ipc=host colossalai bash
 ```
 
+
+## Community
+
+Join the Colossal-AI community on [Forum](https://github.com/hpcaitech/ColossalAI/discussions),
+[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
+and [WeChat](./docs/images/WeChat.png "qrcode") to share your suggestions, advice, and questions with our engineering team.
+
+
+
 ## Contributing
 
-If you wish to contribute to this project, you can follow the guideline in [Contributing](./CONTRIBUTING.md)
+If you wish to contribute to this project, please follow the guideline in [Contributing](./CONTRIBUTING.md).
 
+Thanks so much to all of our amazing contributors!
+
+<a href="https://github.com/hpcaitech/ColossalAI/graphs/contributors"><img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/contributor_avatar.png" width="800px"></a>
+
+*The order of contributor avatars is randomly shuffled.*
 
 ## Quick View
 
@@ -201,11 +218,6 @@ class MLP_2D(nn.Module):
 
 ```
 
-## Community
-
-Join the Colossal-AI community on [Forum](https://github.com/hpcaitech/ColossalAI/discussions),
-[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
-and [WeChat](./docs/images/WeChat.png "qrcode") to share your suggestions, advice, and questions with our engineering team.
 
 
 ## Cite Us