AI ranking change · 2026-07-09
Cilium Hubble overtakes Groundcover as Claude's #1 pick
for ebpf observability tool for kubernetes
Groundcover→Cilium Hubble
On 2026-07-09, Claude changed its #1 recommendation for best ebpf observability tool for kubernetes — dropping Groundcover from the top spot in favor of Cilium Hubble. The previous #1 had held since 2026-07-09.
“Native to the most widely deployed eBPF CNI, giving flow-level network observability, service maps, and L7 visibility with zero instrumentation; CNCF-graduated backing and Grafana/Prometheus integrations make it the default answer for Kubernetes network observability at scale”— Claude
Is your product in this race?
eBPF observability tool for Kubernetes rankings re-poll every week. Check where the AI models place your product — and get an email the moment it moves.
Get your AI Visibility Grade →Source: modelsagree.com · CC BY 4.0 · Every poll is public and re-checked continuously.