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46 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 2 |
| infra-ops-mcp skyvanguard/infra-ops-mcp aws_cloudwatch_metricsaws_ec2_instancesaws_lambda_functions+30 |
| 33 |
| 2026-07-28+ |
| 48/100 |
| F |
| 3 | nomoreide Rorogogogo/nomoreide check-databaseclose-uidb-object-details+46 | 49 | 2026-07-28+ | 48/100 | F |
| 4 | visor probelabs/visor analyze_file_structurecalculate_complexitydetect_patterns+2 | 5 | 2025-06-18+ | 48/100 | F |
| 5 | MCP-Servers-for-Full-Stack-Development iamqasimali/MCP-Servers-for-Full-Stack-Development check_portsdocker_composedocker_exec+25 | 28 | 2026-07-28+ | 47/100 | F |
| 6 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 7 | flux-mcp-server converged-computing/flux-mcp-server find_failed_jobsingest_flux_eventquery_job_history | 3 | <=2025-11-25 | 46/100 | F |
| 8 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 9 | monitor 1037630579/monitor aliyun_get_metric_dataaliyun_list_cdnaliyun_list_ecs+14 | 17 | <=2025-11-25 | 46/100 | F |
| 10 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 11 | k8m weibaohui/k8m save_k8s_yaml_template | 1 | <=2025-11-25 | 44/100 | F |
| 12 | vigilops LinChuang2008/vigilops get_servers_health | 1 | 2026-07-28+ | 44/100 | F |
| 13 | mcp-github-project-manager kunwarVivek/mcp-github-project-manager agent_manageagent_workai_analyze+12 | 15 | 2025-06-18+ | 43/100 | F |
| 14 | server-monitoring-MCP-server Takch02/server-monitoring-MCP-server diagnose_serverfetch_error_logsfetch_recent_logs+4 | 7 | 2026-07-28+ | 43/100 | F |
| 15 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 16 | jmp-MCP-server bkhizgiy/jmp-MCP-server analyze_change_impactbatch_update_tasksget_agent_state+3 | 6 | 2026-07-28+ | 41/100 | F |
| 17 | mcp-status-observer imprvhub/mcp-status-observer status | 1 | 2026-07-28+ | 40/100 | F |
| 18 | node-red-dev-copilot supcon-international/node-red-dev-copilot backup-flowscreate-flowdelete-flow+15 | 18 | 2026-07-28+ | 39/100 | F |
| 19 | starReport hu-qi/starReport ai_analysisgenerate_daily_reportgenerate_weekly_report+2 | 5 | 2026-07-28+ | 39/100 | F |
| 20 | IntelliConnect ruanrongman/IntelliConnect addProductToolBanagentaiControl+15 | 18 | 2026-07-28+ | 38/100 | F |
| 21 | mcp_server_project sdirishguy/mcp_server_project execute_shell_command_toolfile_system_create_directory_toolfile_system_list_directory_tool+4 | 7 | <=2025-11-25 | 38/100 | F |
| 22 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 23 | chaosblade-mcp KeKe-Li/chaosblade-mcp batch_generate_yamlgenerate_yamlget_file_content+4 | 7 | 2026-07-28+ | 37/100 | F |
| 24 | delinea-mcp DelineaXPM/delinea-mcp | 0 | 2026-07-28+ | 35/100 | F |
| 25 | nexus-agents williamzujkowski/nexus-agents cancel_jobci_health_checkcompare_data_feeds+44 | 47 | 2025-06-18+ | 35/100 | F |
| 26 | node-code-sandbox-mcp ssdeanx/node-code-sandbox-mcp ai_generateget_dependency_typesrun_js+4 | 7 | <=2025-11-25 | 35/100 | F |
| 27 | mcp-ai-code-review mennansevim/mcp-ai-code-review review_diff | 1 | 2026-07-28+ | 33/100 | F |
| 28 | CHIHUAUDIT girste/CHIHUAUDIT CheckBackupsCheckDatabaseCheckDocker+12 | 15 | 2026-07-28+ | 32/100 | F |
| 29 | mneme-ai patsa2561-art/mneme-ai mneme.antivirus.scanmneme.audit.sessionmneme.capabilities+17 | 20 | 2026-07-28+ | 31/100 | F |
| 30 | FastMCP-shell-runner ranimandepudi/FastMCP-shell-runner execute_tutorial_script | 1 | <=2025-11-25 | 30/100 | F |
| 31 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 32 | roma binrchq/roma AddResourceAddSpaceMemberAddToBlacklist+48 | 51 | <=2025-11-25 | 29/100 | F |
| 33 | cost-management-mcp knishioka/cost-management-mcp checkBalanceToolcompareProvidersToolgetAWSCostsTool+7 | 10 | <=2025-11-25 | 26/100 | F |
| 34 | mcpcan Kymo-MCP/mcpcan | 0 | <=2025-11-25 | 26/100 | F |
| 35 | mcp-linux-tools gerard-kanters/mcp-linux-tools | 0 | 2026-07-28+ | 24/100 | F |
| 36 | ShowTime mambo-wang/ShowTime createFolderdeleteFiledeleteFolder+4 | 7 | 2026-07-28+ | 22/100 | F |
| 37 | AgenticLedger ShekharBhardwaj/AgenticLedger handle_mcp | 1 | 2026-07-28+ | 16/100 | F |
| 38 | DeltaScope Fanduzi/DeltaScope audit_sqldescribe_ruleget_capabilities+1 | 4 | 2025-06-18+ | 14/100 | F |
| 39 | voice-mcp-agent den-vasyliev/voice-mcp-agent dynamic_mcp_tools | 1 | <=2025-11-25 | 13/100 | F |
| 40 | terraform-ingest zloeber/terraform-ingest get_ingestion_statusget_module_index_statsget_module_resource+4 | 7 | 2026-07-28+ | 12/100 | F |
| 41 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 42 | codex-pooler icoretech/codex-pooler foundation_tool_familylog_metadata_tool_familyoperator_metadata_tool_family+2 | 5 | 2025-06-18+ | 11/100 | F |
| 43 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 44 | CAAL CoreWorxLab/CAAL | 0 | 2026-07-28+ | 0/100 | F |
| 45 | aria pessini/aria load_skillread_skill_file | 2 | 2026-07-28+ | 0/100 | F |
| 46 | beelzebub mariocandela/beelzebub | 0 | <=2025-11-25 | 0/100 | F |