diff --git a/README.md b/README.md
index c9a6124..97a965f 100644
--- a/README.md
+++ b/README.md
@@ -14,10 +14,10 @@ Say goodbye to time-consuming manual searches, and let <strong><a href="https://
 
 <div align="center">
   
-  <a href="https://github.com/arc53/DocsGPT">![example1](https://img.shields.io/github/stars/arc53/docsgpt?style=social)</a>
-  <a href="https://github.com/arc53/DocsGPT">![example2](https://img.shields.io/github/forks/arc53/docsgpt?style=social)</a>
-  <a href="https://github.com/arc53/DocsGPT/blob/main/LICENSE">![example3](https://img.shields.io/github/license/arc53/docsgpt)</a>
-  <a href="https://discord.gg/n5BX8dh8rU">![example3](https://img.shields.io/discord/1070046503302877216)</a>
+  <a href="https://github.com/arc53/DocsGPT">![link to main GitHub showing Stars number](https://img.shields.io/github/stars/arc53/docsgpt?style=social)</a>
+  <a href="https://github.com/arc53/DocsGPT">![link to main GitHub showing Forks number](https://img.shields.io/github/forks/arc53/docsgpt?style=social)</a>
+  <a href="https://github.com/arc53/DocsGPT/blob/main/LICENSE">![link to license file](https://img.shields.io/github/license/arc53/docsgpt)</a>
+  <a href="https://discord.gg/n5BX8dh8rU">![link to discord](https://img.shields.io/discord/1070046503302877216)</a>
  
 </div>
 
@@ -25,10 +25,10 @@ Say goodbye to time-consuming manual searches, and let <strong><a href="https://
 
 We're eager to provide personalized assistance when deploying your DocsGPT to a live environment.
 
-- [Book Demo 👋](https://airtable.com/appdeaL0F1qV8Bl2C/shrrJF1Ll7btCJRbP)
-- [Send Email ✉️](mailto:contact@arc53.com?subject=DocsGPT%20support%2Fsolutions)
+- [Book Demo :wave:](https://airtable.com/appdeaL0F1qV8Bl2C/shrrJF1Ll7btCJRbP)
+- [Send Email :email:](mailto:contact@arc53.com?subject=DocsGPT%20support%2Fsolutions)
 
-### [🎉 Join the Hacktoberfest with DocsGPT and Earn a Free T-shirt! 🎉](https://github.com/arc53/DocsGPT/blob/main/HACKTOBERFEST.md)
+### [:tada: Join the Hacktoberfest with DocsGPT and Earn a Free T-shirt! :tada:](https://github.com/arc53/DocsGPT/blob/main/HACKTOBERFEST.md)
 
 ![video-example-of-docs-gpt](https://d3dg1063dc54p9.cloudfront.net/videos/demov3.gif)
 
@@ -48,21 +48,21 @@ If you don't have enough resources to run it, you can use bitsnbytes to quantize
 
 ## Features
 
-![Group 9](https://user-images.githubusercontent.com/17906039/220427472-2644cff4-7666-46a5-819f-fc4a521f63c7.png)
+![Main features of DocsGPT showcasing six main features](https://user-images.githubusercontent.com/17906039/220427472-2644cff4-7666-46a5-819f-fc4a521f63c7.png)
 
 ## Useful links
 
-- 🔍🔥 [Live preview](https://docsgpt.arc53.com/)
+- :mag: :fire: [Live preview](https://docsgpt.arc53.com/)
 
-- 💬🎉[Join our Discord](https://discord.gg/n5BX8dh8rU)
+- :speech_balloon: :tada: [Join our Discord](https://discord.gg/n5BX8dh8rU)
 
-- 📚😎 [Guides](https://docs.docsgpt.co.uk/)
+- :books: :sunglasses: [Guides](https://docs.docsgpt.co.uk/)
 
-- 👩‍💻👨‍💻 [Interested in contributing?](https://github.com/arc53/DocsGPT/blob/main/CONTRIBUTING.md)
+- :couple: [Interested in contributing?](https://github.com/arc53/DocsGPT/blob/main/CONTRIBUTING.md)
 
-- 🗂️🚀 [How to use any other documentation](https://docs.docsgpt.co.uk/Guides/How-to-train-on-other-documentation)
+- :file_folder: :rocket: [How to use any other documentation](https://docs.docsgpt.co.uk/Guides/How-to-train-on-other-documentation)
 
-- 🏠🔐 [How to host it locally (so all data will stay on-premises)](https://docs.docsgpt.co.uk/Guides/How-to-use-different-LLM)
+- :house: :closed_lock_with_key: [How to host it locally (so all data will stay on-premises)](https://docs.docsgpt.co.uk/Guides/How-to-use-different-LLM)
 
 ## Project structure
 
@@ -184,4 +184,4 @@ We as members, contributors, and leaders, pledge to make participation in our co
 
 The source code license is [MIT](https://opensource.org/license/mit/), as described in the [LICENSE](LICENSE) file.
 
-Built with [🦜️🔗 LangChain](https://github.com/hwchase17/langchain)
+Built with [:bird: :link: LangChain](https://github.com/hwchase17/langchain)