diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8230322d6..c4a2299e7 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -127,7 +127,7 @@ You can learn more about mkdocs on the [mkdocs website](https://www.mkdocs.org/)
 `find ./tests -name '*.py' -exec pytest {} \;`
 
 ## Code Quality
-`quality.sh` runs 4 different code formatters for ultra reliable code cleanup using Autopep8, Black, Ruff, YAPF
+`code_quality.sh` runs 4 different code formatters for ultra reliable code cleanup using Autopep8, Black, Ruff, YAPF
 1. Open your terminal.
 
 2. Change directory to where `quality.sh` is located using `cd` command:
@@ -142,7 +142,7 @@ You can learn more about mkdocs on the [mkdocs website](https://www.mkdocs.org/)
 
 4. Run the script:
    ```sh
-   ./quality.sh
+   ./code_quality.sh
    ```
    
 If the script requires administrative privileges, you might need to run it with `sudo`:
@@ -152,9 +152,9 @@ sudo ./quality.sh
 
 Please replace `/path/to/directory` with the actual path where the `quality.sh` script is located on your system.
 
-If you're asking for a specific content or functionality inside `quality.sh` related to YAPF or other code quality tools, you would need to edit the `quality.sh` script to include the desired commands, such as running YAPF on a directory. The contents of `quality.sh` would dictate exactly what happens when you run it.
+If you're asking for a specific content or functionality inside `quality.sh` related to YAPF or other code quality tools, you would need to edit the `code_quality.sh` script to include the desired commands, such as running YAPF on a directory. The contents of `quality.sh` would dictate exactly what happens when you run it.
 
 
 ## 📄 license
 
-By contributing, you agree that your contributions will be licensed under an [MIT license](https://github.com/kyegomez/swarms/blob/develop/LICENSE.md).
\ No newline at end of file
+By contributing, you agree that your contributions will be licensed under an [MIT license](https://github.com/kyegomez/swarms/blob/develop/LICENSE.md).