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55 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | forward-mcp forwardnetworks/forward-mcp create_locationcreate_locations_bulkcreate_network+28 | 31 | <=2025-11-25 | 48/100 | F |
| 2 | infra-ops-mcp |
| 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_servers ajot/mcp_servers add_usercreate_appdeploy_function+7 | 10 | 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 | IPSearch-MCP SleepingBag945/IPSearch-MCP ip_lookupkeyword_lookup | 2 | 2026-07-28+ | 45/100 | F |
| 12 | gomcp syntrex-lab/gomcp accept_synapseadd_factadd_gene+32 | 35 | 2026-07-28+ | 45/100 | F |
| 13 | TheMCP-server aravind-tronix/TheMCP-server aws-server.access-keys.create_access_keyaws-server.access-keys.delete_access_keyaws-server.access-keys.list_access_keys+32 | 35 | <=2025-11-25 | 44/100 | F |
| 14 | k8m weibaohui/k8m save_k8s_yaml_template | 1 | <=2025-11-25 | 44/100 | F |
| 15 | machineuse dotcommoners/machineuse authenticate_instance_keycreate_instancedelete_instance+9 | 12 | 2026-07-28+ | 44/100 | F |
| 16 | vigilops LinChuang2008/vigilops get_servers_health | 1 | 2026-07-28+ | 44/100 | F |
| 17 | ai-chat-example garrardkitchen/ai-chat-example GetAzureSubscriptionsAsyncGetListOfResourceGroupsAsyncGetResourcePropertiesAsync+2 | 5 | 2026-07-28+ | 43/100 | F |
| 18 | server-monitoring-MCP-server Takch02/server-monitoring-MCP-server diagnose_serverfetch_error_logsfetch_recent_logs+4 | 7 | 2026-07-28+ | 43/100 | F |
| 19 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 20 | ContextEngine FASTPROD/ContextEngine activateactivation_statusagent_cost+19 | 22 | 2026-07-28+ | 41/100 | F |
| 21 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 22 | agent-registry agentoperations/agent-registry CreateArtifactDeleteArtifactExportStandardDoc+10 | 13 | 2026-07-28+ | 40/100 | F |
| 23 | Conflux B-A-M-N/Conflux harmonize_trackrun_sentinel_adversarial_audit | 2 | <=2025-11-25 | 39/100 | F |
| 24 | LMS-MCP urtir/LMS-MCP add_agentadd_agent_to_groupcheck_wazuh_log+29 | 32 | <=2025-11-25 | 39/100 | F |
| 25 | MCP---Demo DaWoodistaken/MCP---Demo analyze_server_healthcalculate_bonusquery_employee | 3 | 2026-07-28+ | 39/100 | F |
| 26 | codeforge freema/codeforge basheditfolder_open+2 | 5 | 2026-07-28+ | 39/100 | F |
| 27 | neo-agent-brain neomjs/neo-agent-brain ask_knowledge_basecheck_syntaxcheckout_pull_request+52 | 55 | 2025-06-18+ | 39/100 | F |
| 28 | IntelliConnect ruanrongman/IntelliConnect addProductToolBanagentaiControl+15 | 18 | 2026-07-28+ | 38/100 | F |
| 29 | loglama py-lama/loglama add_logcheck_depsclear+17 | 20 | <=2025-11-25 | 38/100 | F |
| 30 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 31 | Contradiction-MCP Daksh-create349/Contradiction-MCP contradiction.analyze.contradictionscontradiction.analyze.driftscontradiction.analyze.inconsistencies+16 | 19 | 2026-07-28+ | 36/100 | F |
| 32 | edge-core wenet-ec/edge-core CancelCommandExecutionChangeNodeClusterCheckAdminHealth+57 | 60 | 2026-07-28+ | 36/100 | F |
| 33 | kroot-mcp yaioyaio/kroot-mcp getMetricsgetProjectStatus | 2 | 2026-07-28+ | 36/100 | F |
| 34 | hot hot-dev/hot ::demo/a::demo/b::demo/ping+7 | 10 | 2026-07-28+ | 34/100 | F |
| 35 | CHIHUAUDIT girste/CHIHUAUDIT CheckBackupsCheckDatabaseCheckDocker+12 | 15 | 2026-07-28+ | 32/100 | F |
| 36 | mcp-xray traceforce/mcp-xray addexec_cmdexec_proc+45 | 48 | <=2025-11-25 | 32/100 | F |
| 37 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 38 | roma binrchq/roma AddResourceAddSpaceMemberAddToBlacklist+48 | 51 | <=2025-11-25 | 29/100 | F |
| 39 | mcp-agent-os Nancy-Chauhan/mcp-agent-os DevRel Content AgentEngineering Insights AgentPM Insights Agent+3 | 6 | 2026-07-28+ | 27/100 | F |
| 40 | mcpcan Kymo-MCP/mcpcan | 0 | <=2025-11-25 | 26/100 | F |
| 41 | agentic-ai-nano fwornle/agentic-ai-nano | 0 | 2026-07-28+ | 25/100 | F |
| 42 | mcp-linux-tools gerard-kanters/mcp-linux-tools | 0 | 2026-07-28+ | 24/100 | F |
| 43 | ShowTime mambo-wang/ShowTime createFolderdeleteFiledeleteFolder+4 | 7 | 2026-07-28+ | 22/100 | F |
| 44 | agent-forge denkhaus/agent-forge | 0 | 2025-06-18+ | 20/100 | F |
| 45 | faramesh-core faramesh/faramesh-core AgentCardGovernKill+1 | 4 | 2026-07-28+ | 20/100 | F |
| 46 | AgenticLedger ShekharBhardwaj/AgenticLedger handle_mcp | 1 | 2026-07-28+ | 16/100 | F |
| 47 | DeltaScope Fanduzi/DeltaScope audit_sqldescribe_ruleget_capabilities+1 | 4 | 2025-06-18+ | 14/100 | F |
| 48 | autonomous-agent-system Codemethemoney/autonomous-agent-system | 0 | <=2025-11-25 | 14/100 | F |
| 49 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 50 | homelib meltforce/homelib get_aclget_capacityget_collection_status+10 | 13 | 2026-07-28+ | 11/100 | F |