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172 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | kuadrant-mcp-server Kuadrant/kuadrant-mcp-server create_authpolicycreate_dnspolicycreate_gateway+3 | 6 | <=2025-11-25 | 44/100 | F |
| 52 | kubeflow-mcp abhijeet-dhumal/kubeflow-mcp adapt_training_scriptanalyze_training_failure |
| 33 |
| 2026-07-28+ |
| 44/100 |
| F |
| 53 | kubernetics-mcp-server ddjain/kubernetics-mcp-server describe-kubernetics-podget-kubernetics-all-pods-detailget-kubernetics-events+4 | 7 | 2026-07-28+ | 44/100 | F |
| 54 | mcp-server-stdio ClaytonMatos84/mcp-server-stdio get-super-usersget-top-countriesget-weather+10 | 13 | 2026-07-28+ | 44/100 | F |
| 55 | mcp_kubernetes jterceiro/mcp_kubernetes get_available_contextsget_current_contextget_deployments+7 | 10 | <=2025-11-25 | 44/100 | F |
| 56 | obot obot-platform/obot ApplyToolOverridesConvertToolsGenerateVMCPComponentToolPreviewsOAuthURL+2 | 5 | 2026-07-28+ | 44/100 | F |
| 57 | portainer-mcp strnad/portainer-mcp add_environment_to_access_groupcreate_access_groupcreate_environment_group+31 | 34 | <=2025-11-25 | 44/100 | F |
| 58 | InfraGenius aryasoni98/InfraGenius analyze_logscheck_cluster_healthdescribe_resource+9 | 12 | 2026-07-28+ | 43/100 | F |
| 59 | MCPForge-Backend YoubetDao/MCPForge-Backend createMcpServerdeleteMcpServergetMcpServerByName+1 | 4 | 2026-07-28+ | 43/100 | F |
| 60 | agent-bundle yujiachen-y/agent-bundle basheditread+1 | 4 | 2026-07-28+ | 43/100 | F |
| 61 | context-builder DrDroidLab/context-builder checkdetectinit+2 | 5 | 2026-07-28+ | 43/100 | F |
| 62 | flux-operator controlplaneio-fluxcd/flux-operator docs-searchflux-describe-resourceflux-list-resources+7 | 10 | 2026-07-28+ | 43/100 | F |
| 63 | ig-mcp-server inspektor-gadget/ig-mcp-server gadget_snapshot_processgadget_top_tcpgadget_trace_dns+3 | 6 | <=2025-11-25 | 43/100 | F |
| 64 | mcp-kubernetes-go DardanIsufi95/mcp-kubernetes-go DescribeResourceGetClusterHealthSummaryGetConfigMaps+21 | 24 | 2026-07-28+ | 43/100 | F |
| 65 | mcp-server mushkan-k/mcp-server tool_k8s_fetch_deploymentstool_k8s_fetch_pod_logstool_k8s_fetch_pods+10 | 13 | 2026-07-28+ | 43/100 | F |
| 66 | cert-manager-mcp-server pibblokto/cert-manager-mcp-server get_certificateget_current_contextlist_certificates+5 | 8 | <=2025-11-25 | 42/100 | F |
| 67 | nora solomon2773/nora get_agentget_agent_costget_agent_metrics+7 | 10 | 2026-07-28+ | 42/100 | F |
| 68 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 69 | Mastering-Context-Aware-AI-Engineering-with-LangChain-and-MCP ava-orange-education/Mastering-Context-Aware-AI-Engineering-with-LangChain-and-MCP api_calldatabase_searchfile_operations+8 | 11 | 2026-07-28+ | 41/100 | F |
| 70 | k8s-aggregator-mcp javierpena/k8s-aggregator-mcp get_cpuinfo | 1 | 2026-07-28+ | 41/100 | F |
| 71 | k8s_mcp_server wakeupworld/k8s_mcp_server create_namespacedelete_resourcedescribe_resource+10 | 13 | <=2025-11-25 | 41/100 | F |
| 72 | keda-mcp-server ceo-tw/keda-mcp-server ca_installca_scale_nodegroupca_status+9 | 12 | <=2025-11-25 | 41/100 | F |
| 73 | kubinaut belv2c/kubinaut execute_commandget_deploymentsget_namespaces+2 | 5 | <=2025-11-25 | 41/100 | F |
| 74 | mcp_server Hades-gsl/mcp_server container_killhost_cpu_stresshost_disk_fill+9 | 12 | <=2025-11-25 | 41/100 | F |
| 75 | remote-debugger-mcp tb0hdan/remote-debugger-mcp delvekubepprof+2 | 5 | <=2025-11-25 | 41/100 | F |
| 76 | colloid dd-colloid-inc/colloid initializetools/calltools/list+2 | 5 | <=2025-11-25 | 40/100 | F |
| 77 | kube-mcp cturner8/kube-mcp get_config_mapget_deploymentget_ingress+19 | 22 | <=2025-11-25 | 40/100 | F |
| 78 | mcp-hangar mcp-hangar/mcp-hangar | 0 | 2025-06-18+ | 40/100 | F |
| 79 | secure-mcp perfecxion-ai/secure-mcp code_explanationcontent_moderationdata_analysis+1 | 4 | <=2025-11-25 | 40/100 | F |
| 80 | Kerdos-Infrasoft Kerdos-Infrasoft-Private-Limited/Kerdos-Infrasoft GET /api/infrastructure/metricsGET /api/model/metricsGET /api/models/:name+8 | 11 | <=2025-11-25 | 39/100 | F |
| 81 | capi-mcp jsell-rh/capi-mcp create_clusterdelete_clusterget_cluster+4 | 7 | <=2025-11-25 | 39/100 | F |
| 82 | mcp-server-k8s chris-sun-star/mcp-server-k8s execute_kubectl_command | 1 | <=2025-11-25 | 39/100 | F |
| 83 | kube-mcp orvice/kube-mcp k8s_list_deploymentsk8s_list_ingressesk8s_list_namespaces+2 | 5 | 2026-07-28+ | 38/100 | F |
| 84 | juicefs-mcp-server zwwhdls/juicefs-mcp-server accesslog_in_juicefsbench_in_juicefsfind_mountpoint+10 | 13 | <=2025-11-25 | 37/100 | F |
| 85 | ksail devantler-tech/ksail | 0 | 2026-07-28+ | 37/100 | F |
| 86 | observability-hub victoriacheng15/observability-hub delete_poddescribe_podget_pod_logs+8 | 11 | 2026-07-28+ | 37/100 | F |
| 87 | openshift-mcp-server sureshgaikwad/openshift-mcp-server configuration_viewevents_listnamespaces_list | 3 | <=2025-11-25 | 37/100 | F |
| 88 | spring-mcp-kubernetes mcena/spring-mcp-kubernetes deploy_serviceget_namespace_podsundeploy_service | 3 | 2026-07-28+ | 37/100 | F |
| 89 | kai basebandit/kai apply_yamlcluster_healthcordon_node+66 | 69 | <=2025-11-25 | 36/100 | F |
| 90 | buckley odvcencio/buckley apply_patchbrowse_urledit_file_terminal+5 | 8 | 2026-07-28+ | 34/100 | F |
| 91 | kdebug-mcp soub4i/kdebug-mcp contextdaemonsetsdeployments+7 | 10 | <=2025-11-25 | 34/100 | F |
| 92 | mcp-k8s-eye wenhuwang/mcp-k8s-eye analyze_cronjobanalyze_deploymentanalyze_ingress+10 | 13 | <=2025-11-25 | 34/100 | F |
| 93 | mcp-server refunc/mcp-server dynamic_tools_from_triggers | 1 | 2025-06-18+ | 34/100 | F |
| 94 | phantom-neural-cortex LEEI1337/phantom-neural-cortex commandconnectdisconnect+3 | 6 | 2026-07-28+ | 34/100 | F |
| 95 | k8s_assistant HarshDhussa1008/k8s_assistant kubectl | 1 | <=2025-11-25 | 33/100 | F |
| 96 | krr-mcp basicsharp/krr-mcp apply_recommendationspreview_changesrequest_confirmation+1 | 4 | <=2025-11-25 | 33/100 | F |
| 97 | ARIES Chieko-Seren/ARIES executeShellfetchServerfetchServerStatus+5 | 8 | 2026-07-28+ | 32/100 | F |
| 98 | a2a-go TheApeMachine/a2a-go azure_create_sprintazure_create_work_itemsazure_enrich_work_item+13 | 16 | <=2025-11-25 | 32/100 | F |
| 99 | devex ParthKapoor-dev/devex FetchContent | 1 | 2026-07-28+ | 32/100 | F |
| 100 | karmada-mcp-server warjiang/karmada-mcp-server CreateDeploymentCreateNamespaceCreatePropagationPolicy+7 | 10 | <=2025-11-25 | 32/100 | F |