diff --git a/.github/CONTRIBUTING.md b/.github/CONTRIBUTING.md
index e0d816f6..15480ff3 100644
--- a/.github/CONTRIBUTING.md
+++ b/.github/CONTRIBUTING.md
@@ -11,7 +11,7 @@ Thank you for your interest in contributing! We work primarily on Github. Please
 ## Style and format
 
 1. At the time of this writing, Python 3.10, 3.11, and 3.12 are the officially supported versions.
-2. This project implements the linting and formatting conventions of [`ruff`](https://docs.astral.sh/ruff/) on all incoming Pull Requests. To ensure a PR is properly linted and formatted prior to creating a Pull Request, [install `pre-commit`](https://pre-commit.com/#installation) in your development environment and then [set up the `libpysal` configuration of pre-commit hooks](https://pre-commit.com/#3-install-the-git-hook-scripts). 
+2. This project implements the linting and formatting conventions of [`ruff`](https://docs.astral.sh/ruff/) on all incoming Pull Requests. To ensure a PR is properly linted and formatted prior to creating a Pull Request, [install `pre-commit`](https://pre-commit.com/#installation) in your development environment and then [set up the configuration of pre-commit hooks](https://pre-commit.com/#3-install-the-git-hook-scripts). 
 3. Import packages, classes, and functions with their full name where possible.
   * For example: