Fix natural language checks (john-bampton#225)

Author: jbampton

README.md

@@ -31,7 +31,7 @@ Explore and showcase the top GitHub user avatars in a modern, interactive grid.
 
 ## ⚡ Site Quickstart
 
-1. **Clone the repo:**
+1. **Clone the repository:**
 
    ```bash
    git clone https://github.com/john-bampton/john-bampton.github.io.git
@@ -107,15 +107,15 @@ We welcome PRs, issues, and suggestions! Add a ⭐, fork, or help improve the gr
 
 **Code Quality Reminder:**
 
-- Always run `pre-commit run --all-files` before pushing or opening a pull request. This ensures your code is auto-formatted and passes all checks.
+- Always run `pre-commit run --all-files` before pushing or opening a pull request. This ensures your code is autoformatted and passes all checks.
 - If you don't have pre-commit installed, run:
 
   ```bash
   pip install pre-commit
   pre-commit install
   ```
 
-  This sets up the hooks for your local repo.
+  This sets up the hooks for your local repository.
 
 ---