├── .gitignore ├── Jenkinsfile ├── README.md ├── agents ├── primary-agent │ ├── Dockerfile │ ├── docker-compose.yaml │ ├── main.py │ └── requirements.txt └── rag-reasoning-agent │ ├── Dockerfile │ ├── docker-compose.yaml │ ├── main.py │ └── requirements.txt ├── context-retrieval ├── Dockerfile ├── main.py └── requirements.txt ├── custom-image-jenkins └── Dockerfile ├── data-preparation ├── data-indexing │ ├── RAG_data.pdf │ ├── README.md │ ├── notebook.ipynb │ ├── output.json │ └── requirements.txt └── embedding │ ├── Dockerfile │ ├── app.py │ └── requirements.txt ├── deployments ├── application-helm-chart │ ├── helm-context-retrieval │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ ├── helm-embedding │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ ├── helm-primary-agent │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ ├── nginx-ingress.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ └── helm-rag-agent │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ ├── deployment.yaml │ │ └── service.yaml │ │ └── values.yaml ├── nginx-ingress │ ├── .helmignore │ ├── Chart.yaml │ ├── README.md │ ├── crds │ │ ├── appprotect.f5.com_aplogconfs.yaml │ │ ├── appprotect.f5.com_appolicies.yaml │ │ ├── appprotect.f5.com_apusersigs.yaml │ │ ├── appprotectdos.f5.com_apdoslogconfs.yaml │ │ ├── appprotectdos.f5.com_apdospolicy.yaml │ │ ├── appprotectdos.f5.com_dosprotectedresources.yaml │ │ ├── externaldns.nginx.org_dnsendpoints.yaml │ │ ├── k8s.nginx.org_globalconfigurations.yaml │ │ ├── k8s.nginx.org_policies.yaml │ │ ├── k8s.nginx.org_transportservers.yaml │ │ ├── k8s.nginx.org_virtualserverroutes.yaml │ │ └── k8s.nginx.org_virtualservers.yaml │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ ├── controller-configmap.yaml │ │ ├── controller-daemonset.yaml │ │ ├── controller-deployment.yaml │ │ ├── controller-globalconfiguration.yaml │ │ ├── controller-hpa.yaml │ │ ├── controller-ingress-class.yaml │ │ ├── controller-leader-election-configmap.yaml │ │ ├── controller-pdb.yaml │ │ ├── controller-secret.yaml │ │ ├── controller-service.yaml │ │ ├── controller-serviceaccount.yaml │ │ ├── controller-servicemonitor.yaml │ │ ├── controller-wildcard-secret.yaml │ │ └── rbac.yaml │ ├── values-icp.yaml │ ├── values-nsm.yaml │ ├── values-plus.yaml │ ├── values.schema.json │ └── values.yaml └── weaviate │ ├── Chart.yaml │ ├── README.md │ ├── templates │ ├── _helpers.tpl │ ├── apiKeyAnthropicSecret.yaml │ ├── apiKeyAnyscaleSecret.yaml │ ├── apiKeyCohereSecret.yaml │ ├── apiKeyHuggingFaceSecret.yaml │ ├── apiKeyJinaAISecret.yaml │ ├── apiKeyMistralSecret.yaml │ ├── apiKeyOctoAISecret.yaml │ ├── apiKeyOpenAISecret.yaml │ ├── apiKeyPaLMSecret.yaml │ ├── apiKeyVoyageAISecret.yaml │ ├── awsSecret.yaml │ ├── backupAzureSecret.yaml │ ├── backupGcsSecret.yaml │ ├── backupS3Secret.yaml │ ├── contextionaryDeployment.yaml │ ├── gpt4allInferenceDeployment.yaml │ ├── img2vecNeuralDeployment.yaml │ ├── multi2vecBindDeployment.yaml │ ├── multi2vecClipDeployment.yaml │ ├── nerTransformersDeployment.yaml │ ├── qnaTransformersDeployment.yaml │ ├── rerankerTransformersDeployment.yaml │ ├── sumTransformersDeployment.yaml │ ├── textSpellcheckDeployment.yaml │ ├── transformersInferenceDeployment.yaml │ ├── weaviateConfigMap.yaml │ ├── weaviateHeadlessService.yaml │ ├── weaviateSecretClusterAPI.yaml │ ├── weaviateService.yaml │ ├── weaviateServiceGRPC.yaml │ ├── weaviateServiceMonitor.yaml │ └── weaviateStatefulset.yaml │ └── values.yaml ├── images ├── 10_1_jaeger_UI.png ├── 10_2_trace_primary_agent.png ├── 11_prometheus.png ├── 12_grafana_login.png ├── 13_import_dashboard.png ├── 14_dashboard.png ├── 15_loki_setup.png ├── 16_loki_result.png ├── 17_service_account.png ├── 18_json_key.png ├── 19_rsa_key.png ├── 1_architecture.png ├── 20_rsa_metadata.png ├── 21_ssh_to_instance.png ├── 22_jenkins_working.png ├── 23_access_jenkins.png ├── 24_plugins_jenkins.png ├── 25_install_plugins.png ├── 26_k8s_config_view.png ├── 27_setup_cloud.png ├── 28_add_credentials.png ├── 29_dockerhub_link.png ├── 2_primary_agent_architecture.png ├── 30_rate_limit_github.png ├── 31_multi_branch_pipeline.png ├── 32_github_creden.png ├── 33_github_ok.png ├── 34_scan_completed.png ├── 35_build_completed.png ├── 36_add_webhook.png ├── 37_jenkins_url.png ├── 38_pull_push.png ├── 39_webhook_ready.png ├── 3_rag_agent_architecture.png ├── 4_context_retrieval_component.png ├── 5_external_ip.png ├── 6_primary_agent_ui.png ├── 7_normal_question.png ├── 8.1_success_rag.png ├── 8.2_success_rag.png ├── 9_refined_success.png ├── connect_gke_1.png ├── connect_gke_2.png ├── gke_creating.png ├── gke_ready.png └── weaviate_success.png ├── infra ├── ansible │ ├── README.md │ ├── inventory │ ├── playbooks │ │ ├── create_compute_instance.yaml │ │ └── deploy_jenkins.yaml │ └── requirements.txt └── terraform │ ├── main.tf │ └── variables.tf ├── local-test ├── Primary_agent │ ├── Dockerfile │ ├── main.py │ └── requirements.txt ├── RAG_data.pdf ├── RAG_with_reasoning_agent │ ├── Dockerfile │ ├── main.py │ └── requirements.txt ├── context_retrieval │ ├── Dockerfile │ ├── main.py │ └── requirements.txt ├── embedding │ ├── Dockerfile │ ├── app.py │ ├── helm_chart_embedding │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── templates │ │ │ ├── deployment.yaml │ │ │ └── service.yaml │ │ └── values.yaml │ └── requirements.txt ├── notebook.ipynb ├── ollama_models │ ├── Deepseek-r1-7b-8k.txt │ └── Qwen-7b-Instruct-8k.txt ├── output.json ├── requirements.txt └── weaviate_local │ └── docker-compose.yml └── monitoring ├── jaeger-all-in-one ├── .helmignore ├── Chart.yaml ├── LICENSE ├── README.md ├── templates │ ├── jaeger-deployment.yaml │ └── jaeger-service.yaml └── values.yaml ├── loki ├── loki-stack │ ├── .helmignore │ ├── Chart.yaml │ ├── README.md │ ├── charts │ │ ├── fluent-bit │ │ │ ├── .helmignore │ │ │ ├── Chart.yaml │ │ │ ├── README.md │ │ │ ├── templates │ │ │ │ ├── NOTES.txt │ │ │ │ ├── _helpers.tpl │ │ │ │ ├── clusterrole.yaml │ │ │ │ ├── clusterrolebinding.yaml │ │ │ │ ├── configmap.yaml │ │ │ │ ├── daemonset.yaml │ │ │ │ ├── podsecuritypolicy.yaml │ │ │ │ ├── role.yaml │ │ │ │ ├── rolebinding.yaml │ │ │ │ ├── service-headless.yaml │ │ │ │ ├── serviceaccount.yaml │ │ │ │ └── servicemonitor.yaml │ │ │ └── values.yaml │ │ └── loki │ │ │ ├── .helmignore │ │ │ ├── Chart.yaml │ │ │ ├── README.md │ │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── _helpers.tpl │ │ │ ├── configmap-alert.yaml │ │ │ ├── ingress.yaml │ │ │ ├── networkpolicy.yaml │ │ │ ├── pdb.yaml │ │ │ ├── podsecuritypolicy.yaml │ │ │ ├── prometheusrule.yaml │ │ │ ├── role.yaml │ │ │ ├── rolebinding.yaml │ │ │ ├── secret.yaml │ │ │ ├── service-headless.yaml │ │ │ ├── service-memberlist.yaml │ │ │ ├── service.yaml │ │ │ ├── serviceaccount.yaml │ │ │ ├── servicemonitor.yaml │ │ │ └── statefulset.yaml │ │ │ └── values.yaml │ ├── templates │ │ ├── NOTES.txt │ │ ├── _helpers.tpl │ │ ├── datasources.yaml │ │ └── tests │ │ │ ├── loki-test-configmap.yaml │ │ │ └── loki-test-pod.yaml │ └── values.yaml └── values-loki.yaml └── prometheus ├── kube-prometheus-stack ├── .helmignore ├── CONTRIBUTING.md ├── Chart.lock ├── Chart.yaml ├── README.md ├── charts │ ├── grafana │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── README.md │ │ ├── ci │ │ │ ├── default-values.yaml │ │ │ ├── with-affinity-values.yaml │ │ │ ├── with-dashboard-json-values.yaml │ │ │ ├── with-dashboard-values.yaml │ │ │ ├── with-extraconfigmapmounts-values.yaml │ │ │ ├── with-image-renderer-values.yaml │ │ │ └── with-persistence.yaml │ │ ├── dashboards │ │ │ └── custom-dashboard.json │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── _helpers.tpl │ │ │ ├── _pod.tpl │ │ │ ├── clusterrole.yaml │ │ │ ├── clusterrolebinding.yaml │ │ │ ├── configmap-dashboard-provider.yaml │ │ │ ├── configmap.yaml │ │ │ ├── dashboards-json-configmap.yaml │ │ │ ├── deployment.yaml │ │ │ ├── extra-manifests.yaml │ │ │ ├── headless-service.yaml │ │ │ ├── hpa.yaml │ │ │ ├── image-renderer-deployment.yaml │ │ │ ├── image-renderer-hpa.yaml │ │ │ ├── image-renderer-network-policy.yaml │ │ │ ├── image-renderer-service.yaml │ │ │ ├── image-renderer-servicemonitor.yaml │ │ │ ├── ingress.yaml │ │ │ ├── networkpolicy.yaml │ │ │ ├── poddisruptionbudget.yaml │ │ │ ├── podsecuritypolicy.yaml │ │ │ ├── pvc.yaml │ │ │ ├── role.yaml │ │ │ ├── rolebinding.yaml │ │ │ ├── secret-env.yaml │ │ │ ├── secret.yaml │ │ │ ├── service.yaml │ │ │ ├── serviceaccount.yaml │ │ │ ├── servicemonitor.yaml │ │ │ ├── statefulset.yaml │ │ │ └── tests │ │ │ │ ├── test-configmap.yaml │ │ │ │ ├── test-podsecuritypolicy.yaml │ │ │ │ ├── test-role.yaml │ │ │ │ ├── test-rolebinding.yaml │ │ │ │ ├── test-serviceaccount.yaml │ │ │ │ └── test.yaml │ │ └── values.yaml │ ├── kube-state-metrics │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── README.md │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── _helpers.tpl │ │ │ ├── ciliumnetworkpolicy.yaml │ │ │ ├── clusterrolebinding.yaml │ │ │ ├── crs-configmap.yaml │ │ │ ├── deployment.yaml │ │ │ ├── kubeconfig-secret.yaml │ │ │ ├── networkpolicy.yaml │ │ │ ├── pdb.yaml │ │ │ ├── podsecuritypolicy.yaml │ │ │ ├── psp-clusterrole.yaml │ │ │ ├── psp-clusterrolebinding.yaml │ │ │ ├── rbac-configmap.yaml │ │ │ ├── role.yaml │ │ │ ├── rolebinding.yaml │ │ │ ├── service.yaml │ │ │ ├── serviceaccount.yaml │ │ │ ├── servicemonitor.yaml │ │ │ ├── stsdiscovery-role.yaml │ │ │ ├── stsdiscovery-rolebinding.yaml │ │ │ └── verticalpodautoscaler.yaml │ │ └── values.yaml │ ├── prometheus-node-exporter │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── README.md │ │ ├── ci │ │ │ └── port-values.yaml │ │ ├── templates │ │ │ ├── NOTES.txt │ │ │ ├── _helpers.tpl │ │ │ ├── clusterrole.yaml │ │ │ ├── clusterrolebinding.yaml │ │ │ ├── daemonset.yaml │ │ │ ├── endpoints.yaml │ │ │ ├── networkpolicy.yaml │ │ │ ├── podmonitor.yaml │ │ │ ├── psp-clusterrole.yaml │ │ │ ├── psp-clusterrolebinding.yaml │ │ │ ├── psp.yaml │ │ │ ├── rbac-configmap.yaml │ │ │ ├── service.yaml │ │ │ ├── serviceaccount.yaml │ │ │ ├── servicemonitor.yaml │ │ │ └── verticalpodautoscaler.yaml │ │ └── values.yaml │ └── prometheus-windows-exporter │ │ ├── .helmignore │ │ ├── Chart.yaml │ │ ├── README.md │ │ ├── templates │ │ ├── _helpers.tpl │ │ ├── config.yaml │ │ ├── daemonset.yaml │ │ ├── podmonitor.yaml │ │ ├── service.yaml │ │ ├── serviceaccount.yaml │ │ └── servicemonitor.yaml │ │ └── values.yaml ├── crds │ ├── crd-alertmanagerconfigs.yaml │ ├── crd-alertmanagers.yaml │ ├── crd-podmonitors.yaml │ ├── crd-probes.yaml │ ├── crd-prometheusagents.yaml │ ├── crd-prometheuses.yaml │ ├── crd-prometheusrules.yaml │ ├── crd-scrapeconfigs.yaml │ ├── crd-servicemonitors.yaml │ └── crd-thanosrulers.yaml ├── templates │ ├── NOTES.txt │ ├── _helpers.tpl │ ├── alertmanager │ │ ├── alertmanager.yaml │ │ ├── extrasecret.yaml │ │ ├── ingress.yaml │ │ ├── ingressperreplica.yaml │ │ ├── podDisruptionBudget.yaml │ │ ├── psp-role.yaml │ │ ├── psp-rolebinding.yaml │ │ ├── psp.yaml │ │ ├── secret.yaml │ │ ├── service.yaml │ │ ├── serviceaccount.yaml │ │ ├── servicemonitor.yaml │ │ └── serviceperreplica.yaml │ ├── exporters │ │ ├── core-dns │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ ├── kube-api-server │ │ │ └── servicemonitor.yaml │ │ ├── kube-controller-manager │ │ │ ├── endpoints.yaml │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ ├── kube-dns │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ ├── kube-etcd │ │ │ ├── endpoints.yaml │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ ├── kube-proxy │ │ │ ├── endpoints.yaml │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ ├── kube-scheduler │ │ │ ├── endpoints.yaml │ │ │ ├── service.yaml │ │ │ └── servicemonitor.yaml │ │ └── kubelet │ │ │ └── servicemonitor.yaml │ ├── extra-objects.yaml │ ├── grafana │ │ ├── configmap-dashboards.yaml │ │ ├── configmaps-datasources.yaml │ │ └── dashboards-1.14 │ │ │ ├── alertmanager-overview.yaml │ │ │ ├── apiserver.yaml │ │ │ ├── cluster-total.yaml │ │ │ ├── controller-manager.yaml │ │ │ ├── etcd.yaml │ │ │ ├── grafana-overview.yaml │ │ │ ├── k8s-coredns.yaml │ │ │ ├── k8s-resources-cluster.yaml │ │ │ ├── k8s-resources-multicluster.yaml │ │ │ ├── k8s-resources-namespace.yaml │ │ │ ├── k8s-resources-node.yaml │ │ │ ├── k8s-resources-pod.yaml │ │ │ ├── k8s-resources-windows-cluster.yaml │ │ │ ├── k8s-resources-windows-namespace.yaml │ │ │ ├── k8s-resources-windows-pod.yaml │ │ │ ├── k8s-resources-workload.yaml │ │ │ ├── k8s-resources-workloads-namespace.yaml │ │ │ ├── k8s-windows-cluster-rsrc-use.yaml │ │ │ ├── k8s-windows-node-rsrc-use.yaml │ │ │ ├── kubelet.yaml │ │ │ ├── namespace-by-pod.yaml │ │ │ ├── namespace-by-workload.yaml │ │ │ ├── node-cluster-rsrc-use.yaml │ │ │ ├── node-rsrc-use.yaml │ │ │ ├── nodes-darwin.yaml │ │ │ ├── nodes.yaml │ │ │ ├── persistentvolumesusage.yaml │ │ │ ├── pod-total.yaml │ │ │ ├── prometheus-remote-write.yaml │ │ │ ├── prometheus.yaml │ │ │ ├── proxy.yaml │ │ │ ├── scheduler.yaml │ │ │ └── workload-total.yaml │ ├── prometheus-operator │ │ ├── admission-webhooks │ │ │ ├── job-patch │ │ │ │ ├── ciliumnetworkpolicy-createSecret.yaml │ │ │ │ ├── ciliumnetworkpolicy-patchWebhook.yaml │ │ │ │ ├── clusterrole.yaml │ │ │ │ ├── clusterrolebinding.yaml │ │ │ │ ├── job-createSecret.yaml │ │ │ │ ├── job-patchWebhook.yaml │ │ │ │ ├── networkpolicy-createSecret.yaml │ │ │ │ ├── networkpolicy-patchWebhook.yaml │ │ │ │ ├── psp.yaml │ │ │ │ ├── role.yaml │ │ │ │ ├── rolebinding.yaml │ │ │ │ └── serviceaccount.yaml │ │ │ ├── mutatingWebhookConfiguration.yaml │ │ │ └── validatingWebhookConfiguration.yaml │ │ ├── aggregate-clusterroles.yaml │ │ ├── certmanager.yaml │ │ ├── ciliumnetworkpolicy.yaml │ │ ├── clusterrole.yaml │ │ ├── clusterrolebinding.yaml │ │ ├── deployment.yaml │ │ ├── networkpolicy.yaml │ │ ├── psp-clusterrole.yaml │ │ ├── psp-clusterrolebinding.yaml │ │ ├── psp.yaml │ │ ├── service.yaml │ │ ├── serviceaccount.yaml │ │ ├── servicemonitor.yaml │ │ └── verticalpodautoscaler.yaml │ ├── prometheus │ │ ├── _rules.tpl │ │ ├── additionalAlertRelabelConfigs.yaml │ │ ├── additionalAlertmanagerConfigs.yaml │ │ ├── additionalPrometheusRules.yaml │ │ ├── additionalScrapeConfigs.yaml │ │ ├── ciliumnetworkpolicy.yaml │ │ ├── clusterrole.yaml │ │ ├── clusterrolebinding.yaml │ │ ├── csi-secret.yaml │ │ ├── extrasecret.yaml │ │ ├── ingress.yaml │ │ ├── ingressThanosSidecar.yaml │ │ ├── ingressperreplica.yaml │ │ ├── networkpolicy.yaml │ │ ├── podDisruptionBudget.yaml │ │ ├── podmonitors.yaml │ │ ├── prometheus.yaml │ │ ├── psp-clusterrole.yaml │ │ ├── psp-clusterrolebinding.yaml │ │ ├── psp.yaml │ │ ├── rules-1.14 │ │ │ ├── alertmanager.rules.yaml │ │ │ ├── config-reloaders.yaml │ │ │ ├── etcd.yaml │ │ │ ├── general.rules.yaml │ │ │ ├── k8s.rules.yaml │ │ │ ├── kube-apiserver-availability.rules.yaml │ │ │ ├── kube-apiserver-burnrate.rules.yaml │ │ │ ├── kube-apiserver-histogram.rules.yaml │ │ │ ├── kube-apiserver-slos.yaml │ │ │ ├── kube-prometheus-general.rules.yaml │ │ │ ├── kube-prometheus-node-recording.rules.yaml │ │ │ ├── kube-scheduler.rules.yaml │ │ │ ├── kube-state-metrics.yaml │ │ │ ├── kubelet.rules.yaml │ │ │ ├── kubernetes-apps.yaml │ │ │ ├── kubernetes-resources.yaml │ │ │ ├── kubernetes-storage.yaml │ │ │ ├── kubernetes-system-apiserver.yaml │ │ │ ├── kubernetes-system-controller-manager.yaml │ │ │ ├── kubernetes-system-kube-proxy.yaml │ │ │ ├── kubernetes-system-kubelet.yaml │ │ │ ├── kubernetes-system-scheduler.yaml │ │ │ ├── kubernetes-system.yaml │ │ │ ├── node-exporter.rules.yaml │ │ │ ├── node-exporter.yaml │ │ │ ├── node-network.yaml │ │ │ ├── node.rules.yaml │ │ │ ├── prometheus-operator.yaml │ │ │ ├── prometheus.yaml │ │ │ ├── windows.node.rules.yaml │ │ │ └── windows.pod.rules.yaml │ │ ├── service.yaml │ │ ├── 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