Loading ToolBench
42 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | clov-ai Tonyx79/clov-ai awsbriefcheck+20 | 23 | 2026-07-28+ | 59/100 | D |
| 2 | troubleshoot-mcp-server chris-sanders/troubleshoot-mcp-server |
| 6 |
| <=2025-11-25 |
| 57/100 |
| D |
| 3 | mcp-eclipse-mat anderruiz/mcp-eclipse-mat analyze_heap_dumpdownload_heap_dumpget_report_summary+3 | 6 | 2026-07-28+ | 56/100 | D |
| 4 | Azure-MCP-Server nomadicmehul/Azure-MCP-Server get_aks_cluster_detailsget_key_vault_detailsget_storage_account_details+9 | 12 | <=2025-11-25 | 54/100 | D |
| 5 | koffee cola-io/koffee apply_resourcedelete_resourceget_api_resources+9 | 12 | 2025-06-18+ | 54/100 | D |
| 6 | st-k8s bhf/st-k8s get_pod_logslist_configmapslist_contexts+18 | 21 | 2026-07-28+ | 54/100 | D |
| 7 | container-manager-mcp Knuckles-Team/container-manager-mcp cm_image_operationscm_info_operationscm_list_hosts+4 | 7 | <=2025-11-25 | 53/100 | D |
| 8 | kubectl-debug-queries yaacov/kubectl-debug-queries debug_helpdebug_read | 2 | <=2025-11-25 | 53/100 | D |
| 9 | mcp-console-automation ooples/mcp-console-automation console_cancel_jobconsole_cleanup_sessionsconsole_clear_output+27 | 30 | <=2025-11-25 | 53/100 | D |
| 10 | k8s-auto-heal-mcp-server sandeep-soorya-kumar/k8s-auto-heal-mcp-server auto_fix_crash_loopauto_fix_high_memoryauto_fix_oom+14 | 17 | 2026-07-28+ | 52/100 | D |
| 11 | mcp-server-devops VoTrungKien-23520809/mcp-server-devops check_system_healthdescribe_podget_all_pods+16 | 19 | <=2025-11-25 | 52/100 | D |
| 12 | mcp-vibe-coding-tools ammilam/mcp-vibe-coding-tools analyze_error_logscreate_validation_scriptexecute_command+18 | 21 | 2026-07-28+ | 51/100 | D |
| 13 | ProDisco harche/ProDisco prodisco.runSandboxprodisco.searchTools | 2 | 2026-07-28+ | 50/100 | D |
| 14 | markdy-com HoangYell/markdy-com complete_markdy_codeexplain_markdyget_templates+9 | 12 | 2026-07-28+ | 50/100 | D |
| 15 | mcp-devinfra remiphilippe/mcp-devinfra get_docget_helm_chart_readmeget_helm_chart_schema+15 | 18 | 2026-07-28+ | 50/100 | D |
| 16 | forge alexandremahdhaoui/forge buildconfig-validatedocs-get+7 | 10 | 2026-07-28+ | 49/100 | F |
| 17 | mcp-server-deployer hzhangse-ai-agent/mcp-server-deployer build_all_imagesdeploy_moduledeploy_subproject+2 | 5 | 2026-07-28+ | 47/100 | F |
| 18 | release-mcp-server savitaashture/release-mcp-server configure-hack-repocreate-release-branchescreate-release-plans | 3 | <=2025-11-25 | 47/100 | F |
| 19 | mcp-hub amani-patrick/mcp-hub detect_breaking_changesscan_config_pathvalidate_response | 3 | 2026-07-28+ | 46/100 | F |
| 20 | mcp-selenium-grid CatchNip/mcp-selenium-grid create_browsersdelete_browsers | 2 | 2026-07-28+ | 46/100 | F |
| 21 | muster giantswarm/muster auth_loginauth_logout | 2 | 2025-06-18+ | 45/100 | F |
| 22 | agent-sandbox agent-sandbox/agent-sandbox sandbox-executorsandbox-tools | 2 | <=2025-11-25 | 44/100 | F |
| 23 | context-builder DrDroidLab/context-builder checkdetectinit+2 | 5 | 2026-07-28+ | 43/100 | F |
| 24 | ig-mcp-server inspektor-gadget/ig-mcp-server gadget_snapshot_processgadget_top_tcpgadget_trace_dns+3 | 6 | <=2025-11-25 | 43/100 | F |
| 25 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 26 | remote-debugger-mcp tb0hdan/remote-debugger-mcp delvekubepprof+2 | 5 | <=2025-11-25 | 41/100 | F |
| 27 | colloid dd-colloid-inc/colloid initializetools/calltools/list+2 | 5 | <=2025-11-25 | 40/100 | F |
| 28 | buckley odvcencio/buckley apply_patchbrowse_urledit_file_terminal+5 | 8 | 2026-07-28+ | 34/100 | F |
| 29 | kdebug-mcp soub4i/kdebug-mcp contextdaemonsetsdeployments+7 | 10 | <=2025-11-25 | 34/100 | F |
| 30 | phantom-neural-cortex LEEI1337/phantom-neural-cortex commandconnectdisconnect+3 | 6 | 2026-07-28+ | 34/100 | F |
| 31 | a2a-go TheApeMachine/a2a-go azure_create_sprintazure_create_work_itemsazure_enrich_work_item+13 | 16 | <=2025-11-25 | 32/100 | F |
| 32 | devex ParthKapoor-dev/devex FetchContent | 1 | 2026-07-28+ | 32/100 | F |
| 33 | shipwright-mcp-server ayushsatyam146/shipwright-mcp-server create_buildcreate_buildrundelete_build+8 | 11 | 2026-07-28+ | 32/100 | F |
| 34 | rebound rebound-how/rebound | 0 | 2026-07-28+ | 31/100 | F |
| 35 | langchain-playground chrisleekr/langchain-playground fetch_and_analyze_logsgenerate_log_nrql_querygenerate_trace_logs_query+8 | 11 | <=2025-11-25 | 27/100 | F |
| 36 | mcpcan Kymo-MCP/mcpcan | 0 | <=2025-11-25 | 26/100 | F |
| 37 | mcp-kubernetes-server feiskyer/mcp-kubernetes-server | 0 | 2026-07-28+ | 25/100 | F |
| 38 | PromptKit AltairaLabs/PromptKit | 0 | 2026-07-28+ | 24/100 | F |
| 39 | fission-mcp-server disillusioners/fission-mcp-server | 0 | 2026-07-28+ | 19/100 | F |
| 40 | openai-copilot feiskyer/openai-copilot kubectlpythonsearch+1 | 4 | 2026-07-28+ | 11/100 | F |
| 41 | ee-mcp-server anishanal4669/ee-mcp-server tool_dns_lookuptool_github_list_repostool_github_read_file+5 | 8 | <=2025-11-25 | 6/100 | F |
| 42 | sibyl hyperb1iss/sibyl | 0 | 2026-07-28+ | 0/100 | F |