diff --git a/README.md b/README.md
index ecd51af7..1a66bf50 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ Spaghetti is an open-source Python library for the analysis of network-based spa
 |[![PyPI version](https://badge.fury.io/py/spaghetti.svg)](https://badge.fury.io/py/spaghetti)| [![Conda Version](https://img.shields.io/conda/vn/conda-forge/spaghetti.svg)](https://anaconda.org/conda-forge/spaghetti) | ![tag](https://img.shields.io/github/v/release/pysal/spaghetti?include_prereleases&sort=semver) | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/pysal/spaghetti/main)
 |:---:|:---:|:---:|:---:|
 |[![Downloads](https://pepy.tech/badge/spaghetti)](https://pepy.tech/project/spaghetti) | [![Conda Downloads](https://img.shields.io/conda/dn/conda-forge/spaghetti.svg)](https://anaconda.org/conda-forge/spaghetti) | [![Documentation](https://img.shields.io/static/v1.svg?label=docs&message=current&color=9cf)](http://pysal.org/spaghetti/) | [![Gitter](https://badges.gitter.im/pysal/Spaghetti.svg)](https://gitter.im/pysal/Spaghetti?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
-| ![Pypi python versions](https://img.shields.io/pypi/pyversions/spaghetti.svg) | [![Conda Recipe](https://img.shields.io/badge/recipe-spaghetti-red.svg)](https://github.com/conda-forge/spaghetti-feedstock) | [![codecov](https://codecov.io/gh/pysal/spaghetti/branch/main/graph/badge.svg)](https://codecov.io/gh/pysal/spaghetti) | [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
+| ![Pypi python versions](https://img.shields.io/pypi/pyversions/spaghetti.svg) | [![Conda Recipe](https://img.shields.io/badge/recipe-spaghetti-red.svg)](https://github.com/conda-forge/spaghetti-feedstock) | [![codecov](https://codecov.io/gh/pysal/spaghetti/branch/main/graph/badge.svg)](https://codecov.io/gh/pysal/spaghetti) | [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
 | [![Continuous Integration](https://github.com/pysal/spaghetti/actions/workflows/testing.yml/badge.svg)](https://github.com/pysal/spaghetti/actions/workflows/testing.yml) | [![status](https://joss.theoj.org/papers/52b8d0c81bbf311465b45bfc26379e74/status.svg)](https://joss.theoj.org/papers/52b8d0c81bbf311465b45bfc26379e74) | [![DOI](https://zenodo.org/badge/88305306.svg)](https://zenodo.org/badge/latestdoi/88305306) | [![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)
 
 ## Examples