diff --git a/src/data/roadmaps/kubernetes/content/108-monitoring-and-logging/104-observability-engines.md b/src/data/roadmaps/kubernetes/content/108-monitoring-and-logging/104-observability-engines.md
index 74d97e4ca..66040c2d9 100644
--- a/src/data/roadmaps/kubernetes/content/108-monitoring-and-logging/104-observability-engines.md
+++ b/src/data/roadmaps/kubernetes/content/108-monitoring-and-logging/104-observability-engines.md
@@ -7,3 +7,5 @@ Learn more from the following resources:
 - [@article@Kubernetes Observability 101: Tools, Best Practices, And More](https://www.cloudzero.com/blog/kubernetes-observability)
 - [@article@Kubernetes Observability in KubeSphere](https://kubesphere.io/observability/)
 - [@feed@Explore top posts about Observability](https://app.daily.dev/tags/observability?ref=roadmapsh)
+- [@opensource@K8sGPT - AI scanner for Kubernetes problems](https://github.com/k8sgpt-ai/k8sgpt)
+- [@opensource@HolmesGPT - AIOps Platform for investigating Kubernetes problems and Prometheus alerts](https://github.com/robusta-dev/holmesgpt/)