diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 96f41f48e..d9ba4039f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,4 +1,4 @@
-# 🚀 How to Contribute to PromethAI Memory
+# 🚀 How to Contribute to **cognee**
 
 Thank you for investing time in contributing to our project! Here's a guide to get you started.
 
@@ -6,56 +6,81 @@ Thank you for investing time in contributing to our project! Here's a guide to g
 
 ### 🍴 Fork the Repository
 
-To start your journey, you'll need your very own copy of PromethAI Memory. Think of it as your own innovation lab. 🧪
+To start your journey, you'll need your very own copy of **cognee**. Think of it as your own innovation lab. 🧪
 
-1. Navigate to the PromethAI Memory repository on GitHub.
-2. In the upper-right corner, click the 'Fork' button.
+1. Navigate to the [**cognee**](https://github.com/topoteretes/cognee) repository on GitHub.
+2. In the upper-right corner, `click the 'Fork'` button.
 
 ### 🚀 Clone the Repository
 
 Next, let's bring your newly forked repository to your local machine.
 
-```
-shell
-git clone https://github.com/topoteretes/PromethAI-Memory.git
+```shell
+git clone https://github.com/<your-github-username>/cognee.git
 ```
 
+## 2. 🛠️ Making Changes
+
+### 🌟 Create a Branch
 
-##  2. 🛠️ Making Changes
-🌟 Create a Branch
 Get ready to channel your creativity. Begin by creating a new branch for your incredible features. 🧞‍♂️
 
-
-Copy code
+```shell
 git checkout -b feature/your-feature-name
-✏️ Make Your Changes
+```
+
+### ✏️ Make Your Changes
+
 Now's your chance to shine! Dive in and make your contributions. 🌠
 
-
 ## 3. 🚀 Submitting Changes
-🚀 Create a Pull Request
+
+After making your changes, follow these steps 
+
+### ✅  Run the tests 
+
+ to ensure your changes do not break the existing codebase:
+
+```shell
+python cognee/cognee/tests/test_library.py
+```
+
+
+### 🚢  Push your feature branch
+
+```shell
+# Add your changes to the staging area:
+ 
+git add . 
+
+# Commit changes with an adequate description 
+git commit -m "Describe your changes here" 
+
+# Push your feature branch to your forked repository:
+
+Copy code
+git push origin feature/your-feature-name
+```
+
+### 🚀 Create a Pull Request
+
 You're on the verge of completion! It's time to showcase your hard work. 🌐
 
-Go to PromethAI Memory on GitHub.
-Hit the "New Pull Request" button.
-Select the base branch (main) and the compare branch (the one with your features).
-Craft a compelling title and provide a detailed description of your contributions. 🎩
-5. 🔍 Review and Approval
-The project maintainers will review your work, possibly suggest improvements, or request further details. Once you receive approval, your contributions will become part of PromethAI Memory!
+1. Go to [**cognee**](https://github.com/topoteretes/cognee) on GitHub.
+2. Hit the `"New Pull Request"` button.
+3. Select the base branch `(main)` and the compare branch (the one with your features).
+4. Craft a `compelling title` and provide a `detailed description` of your contributions. 🎩
+
+## 4. 🔍 Review and Approval
+
+The project maintainers will review your work, possibly suggest improvements, or request further details. Once you receive approval, your contributions will become part of **cognee**!
+
+## 5. 📜 Code of Conduct
 
-6. 📜 Code of Conduct
 Ensure you adhere to the project's Code of Conduct throughout your participation.
 
-7. 📫 Contact
+## 6. 📫 Contact
+
 If you need assistance or simply wish to connect, we're here for you. Contact us by filing an issue on the GitHub repository or by messaging us on our Discord server.
 
-Thanks for helping to evolve PromethAI Memory!
-
-arduino
-Copy code
-
-Be sure to replace `https://github.com/your-username/PromethAI-Memory.git` with the actual URL of your forked repository and `https://github.com/cpacker/promethai-memory` with the actual URL of the main repository, and also update the Discord invite link to the correct one for PromethAI Memory.
-
-
-
-
+Thanks for helping to evolve **cognee**!