diff --git a/README.md b/README.md
index 59d947a01..279a1c5ed 100644
--- a/README.md
+++ b/README.md
@@ -53,8 +53,7 @@ More on [use-cases](https://docs.cognee.ai/use_cases).
 Get started quickly with a Google Colab  <a href="https://colab.research.google.com/drive/1g-Qnx6l_ecHZi0IOw23rg0qC4TYvEvWZ?usp=sharing">notebook</a>  or  <a href="https://github.com/topoteretes/cognee-starter">starter repo</a>
 
 ## Contributing
-Your contributions are at the core of making this a true open source project. Any contributions you make are greatly appreciated. See CONTRIBUTING.md for more information.
-
+Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information.
 
 
 
@@ -164,10 +163,6 @@ What is AI memory:
 
 
 
-## Contributing
-
-Your contributions are at the core of making this a true open source project. Any contributions you make are **greatly appreciated**. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for more information.
-
 ## Code of Conduct
 
 We are committed to making open source an enjoyable and respectful experience for our community. See <a href="https://github.com/topoteretes/cognee/blob/main/CODE_OF_CONDUCT.md"><code>CODE_OF_CONDUCT</code></a> for more information.