OpsAI for Kubernetes

OpsAI helps your team detect production issues in Kubernetes fast, find the root cause, and either propose or apply a safe fix. It observes your services through APM, RUM and Kubernetes telemetry, correlates stack traces and error context with the right code lines, then provides a ready-to-apply fix. For Kubernetes workloads, OpsAI can skip the pull-request step and execute an Auto Fix directly when you choose to do so.

How OpsAI applies fixes in Kubernetes#

After detection and root-cause analysis, OpsAI can propose a fix you apply yourself or execute an Auto Fix that modifies the Kubernetes object directly. This removes extra review steps for infra-level faults while keeping developer control for code changes.

Install OpsAI on Kubernetes#

Replace the placeholders with your values:

• global.mw.apiKey → your Middleware API key
• global.mw.target → your region endpoint (for example https://<your-uid>.middleware.io:443)
• global.clusterMetadata.name → the name you want to see under Infrastructure

Choose one of the following installation methods:

1. Helm (recommended)

   1# Add the Middleware Helm repo
   2helm repo add middleware-labs https://helm.middleware.io
   3
   4# Install the agent with OpsAI and auto-instrumentation enabled
   5helm install mw-agent middleware-labs/mw-kube-agent-v3 \
   6  --set global.mw.apiKey=<MW_API_KEY> \
   7  --set global.mw.target=<MW_TARGET_URL> \
   8  --set opsai.enabled=true \
   9  --set global.clusterMetadata.name=<CLUSTER_NAME> \
   10  --set mw-autoinstrumentation.enabled=true \
   11  -n mw-agent-ns --create-namespace

   Verify:

   1kubectl get daemonset/mw-kube-agent -n mw-agent-ns
   2kubectl get deployment/mw-kube-agent -n mw-agent-ns

2. One-line shell installer

   1MW_API_KEY=<MW_API_KEY> \
   2MW_TARGET=<MW_TARGET_URL> \
   3bash -c "$(curl -L https://install.middleware.io/scripts/mw-kube-agent-install-v3.sh)"

Update OpsAI#

Helm upgrade#

Use helm upgrade --install to roll forward while keeping your namespace and configuration:

1helm upgrade --install mw-agent middleware-labs/mw-kube-agent-v3 \
2  --set global.mw.apiKey=<MW_API_KEY> \
3  --set global.mw.target=<MW_TARGET_URL> \
4  --set opsai.enabled=true \
5  --set global.clusterMetadata.name=my-k8s-cluster \
6  -n mw-agent-ns --create-namespace

Check status:

1kubectl rollout status ds/mw-kube-agent -n mw-agent-ns
2kubectl rollout status deploy/mw-kube-agent -n mw-agent-ns

Shell install path#

The shell installer does not support in-place upgrades. Re-run the one-line installer with the new values to reinstall the agent.

Common Issues#

• No data in OpsAI: Confirm opsai.enabled=true and that egress to global.mw.target on 443 is allowed.
• Wrong cluster name: Set global.clusterMetadata.name to the label you want in the UI then upgrade the release.
• Auth problems: Use a valid global.mw.apiKey. Keys are case sensitive.
• Agent not rolling out: Check image pulls and node tolerations, then fetch logs:
  kubectl -n mw-agent-ns logs ds/mw-kube-agent -c mw-agent --tail=200

Need Help?#