diff --git a/README.md b/README.md
index 133cdba..d30a6a2 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # JaxPM
 <!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section -->
-[![All Contributors](https://img.shields.io/badge/all_contributors-1-orange.svg?style=flat-square)](#contributors-)
+[![All Contributors](https://img.shields.io/badge/all_contributors-1-orange.svg?style=flat-square)](#contributors-) [![Join the chat at https://gitter.im/DifferentiableUniverseInitiative/JaxPM](https://badges.gitter.im/DifferentiableUniverseInitiative/JaxPM.svg)](https://gitter.im/DifferentiableUniverseInitiative/JaxPM?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
 <!-- ALL-CONTRIBUTORS-BADGE:END -->
 JAX-powered Cosmological Particle-Mesh N-body Solver