diff --git a/CHANGELOG.md b/CHANGELOG.md
index da2f46d7c9..8f6303ce30 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,10 +1,11 @@
 ## v2.10.1 / 2023-09-13
 
 ### Note
-- This release addresses a regression introduced in https://github.com/kubernetes/kube-state-metrics/pull/2105.
 
-* [BUGFIX] Remove FieldSelector from non-namespaced resources by @mrueg and @dgrisonnet in https://github.com/kubernetes/kube-state-metrics/pull/2190
-* [ENHANCEMENT] Bump Go to v1.20.8 
+* This release addresses a regression introduced in <https://github.com/kubernetes/kube-state-metrics/pull/2105>.
+
+* [BUGFIX] Remove FieldSelector from non-namespaced resources by @mrueg and @dgrisonnet in <https://github.com/kubernetes/kube-state-metrics/pull/2190>
+* [ENHANCEMENT] Bump Go to v1.20.8
 
 ## v2.10.0 / 2023-08-31
 
diff --git a/README.md b/README.md
index 2edcec362c..295e8aaca2 100644
--- a/README.md
+++ b/README.md
@@ -80,7 +80,6 @@ Generally, it is recommended to use the latest release of kube-state-metrics. If
 | **v2.10.1**        | v1.27                        |
 | **main**           | v1.28                        |
 
-
 #### Resource group version compatibility
 
 Resources in Kubernetes can evolve, i.e., the group version for a resource may change from alpha to beta and finally GA
@@ -90,6 +89,7 @@ release.
 #### Container Image
 
 The latest container image can be found at:
+
 * `registry.k8s.io/kube-state-metrics/kube-state-metrics:v2.10.1` (arch: `amd64`, `arm`, `arm64`, `ppc64le` and `s390x`)
 * View all multi-architecture images at [here](https://explore.ggcr.dev/?image=registry.k8s.io%2Fkube-state-metrics%2Fkube-state-metrics:v2.10.1)