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46 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | coding-agent-loop manishiitg/coding-agent-loop capture_contextget_activity_statustrigger_and_auto_notify | 3 | 2026-07-28+ | 67/100 | C |
| 2 | infrabroker |
| 13 |
| 2025-06-18+ |
| 67/100 |
| C |
| 3 | incident-triage-studio ParasJagdale/incident-triage-studio triage_incident | 1 | <=2025-11-25 | 65/100 | C |
| 4 | preflight newrelic-experimental/preflight nr_observe_get_budget_statusnr_observe_get_claudemd_impactnr_observe_get_collaboration_profile+20 | 23 | 2026-07-28+ | 65/100 | C |
| 5 | ai-agent-orchestrator MentalVibez/ai-agent-orchestrator cancel_runcode_searchdirectory_list+8 | 11 | 2026-07-28+ | 64/100 | C |
| 6 | lambda-cli Strand-AI/lambda-cli check_availabilitycreate_filesystemdelete_filesystem+5 | 8 | 2026-07-28+ | 63/100 | C |
| 7 | mcp-sumologic-pv pv-platforma/mcp-sumologic-pv detect_issuesget_metricsget_performance_metrics+6 | 9 | <=2025-11-25 | 63/100 | C |
| 8 | slack-mcp-cve ddamme05/slack-mcp-cve check_cisa_kev_detailslookup_cve_detailssearch_github_cve_repos | 3 | 2026-07-28+ | 62/100 | C |
| 9 | demo-mcp-servers david-martin/demo-mcp-servers change_createchange_listchange_update+9 | 12 | 2026-07-28+ | 61/100 | C |
| 10 | incident-timeline-mcp ian-de-marcellus/incident-timeline-mcp analyze_resourcedetect_severityextract_entities+5 | 8 | 2026-07-28+ | 61/100 | C |
| 11 | dynatrace-mcp zawi99/dynatrace-mcp chat_with_davis_copilotcreate_workflow_for_problem_notificationexecute_dql+12 | 15 | 2026-07-28+ | 60/100 | C |
| 12 | dynatrace-mcp dynatrace-oss/dynatrace-mcp chat_with_davis_copilotcreate_dynatrace_notebookexecute_davis_analyzer+14 | 17 | 2026-07-28+ | 49/100 | F |
| 13 | mcp-notifications zudsniper/mcp-notifications full_notifynotify | 2 | 2026-07-28+ | 49/100 | F |
| 14 | mcp-server-github-agent flan02/mcp-server-github-agent analyze_file_changesget_pr_templatesget_recent_actions_events+3 | 6 | 2026-07-28+ | 48/100 | F |
| 15 | skyfire-solutions-demo skyfire-xyz/skyfire-solutions-demo sample_tool | 1 | <=2025-11-25 | 48/100 | F |
| 16 | visor probelabs/visor analyze_file_structurecalculate_complexitydetect_patterns+2 | 5 | 2025-06-18+ | 48/100 | F |
| 17 | mcp-server-rollbar-error eleanorreem/mcp-server-rollbar-error analyze_errors_and_suggest_actionsfetch_rollbar_errorspost_todo_list_to_slack | 3 | 2026-07-28+ | 47/100 | F |
| 18 | devboy-tools meteora-pro/devboy-tools clickup_get_taskclickup_list_tasksconfluence_get_page+24 | 27 | 2026-07-28+ | 46/100 | F |
| 19 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 20 | PR-MCP-Server Qehbr/PR-MCP-Server analyze_file_changesget_pr_templatesget_recent_actions_events+3 | 6 | 2026-07-28+ | 45/100 | F |
| 21 | supply-chain-monitor harriottdirty774/supply-chain-monitor GETPostFileSendMessage+21 | 24 | <=2025-11-25 | 45/100 | F |
| 22 | MCP-Testing daniyalk1/MCP-Testing create_confluence_pagecreate_github_issuecreate_jira_issue+14 | 17 | <=2025-11-25 | 42/100 | F |
| 23 | AgenticAV AgentAiDrive/AgenticAV KBPublisher | 1 | 2026-07-28+ | 41/100 | F |
| 24 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 25 | mcp-forge mozaloom/mcp-forge analyze_file_changesget_pr_templatesget_recent_actions_events+5 | 8 | <=2025-11-25 | 41/100 | F |
| 26 | mcp-status-observer imprvhub/mcp-status-observer status | 1 | 2026-07-28+ | 40/100 | F |
| 27 | setup-vs-agent-firm romainsantoli-web/setup-vs-agent-firm firm_export_github_prfirm_export_slack_digestfirm_gateway_fleet_status+5 | 8 | 2026-07-28+ | 40/100 | F |
| 28 | ai-native-developer-experience jpantsjoha/ai-native-developer-experience bootstrap_operating_modelcloud_checkupcontext_graph_refresh+4 | 7 | 2026-07-28+ | 38/100 | F |
| 29 | nila-ai naluinui/nila-ai github/create_issuegithub/get_issuegithub/list_issues+2 | 5 | 2025-06-18+ | 38/100 | F |
| 30 | srunx ksterx/srunx cancel_jobget_configget_job_status+9 | 12 | 2026-07-28+ | 37/100 | F |
| 31 | kroot-mcp yaioyaio/kroot-mcp getMetricsgetProjectStatus | 2 | 2026-07-28+ | 36/100 | F |
| 32 | agent-configs lassare-hq/agent-configs approveask | 2 | 2026-07-28+ | 35/100 | F |
| 33 | dataops_mcp_server rohithay/dataops_mcp_server AnalyzeQueryCostToolCreateOptimizationPRToolDetectCostAnomalies+2 | 5 | <=2025-11-25 | 34/100 | F |
| 34 | mcp-tee-sample khpawan/mcp-tee-sample attestation_statusgithub_search_issuesquery_database+1 | 4 | 2025-06-18+ | 33/100 | F |
| 35 | a2a-go TheApeMachine/a2a-go azure_create_sprintazure_create_work_itemsazure_enrich_work_item+13 | 16 | <=2025-11-25 | 32/100 | F |
| 36 | mcp-server-multi-tools TheApeMachine/mcp-server-multi-tools bulkManageAgentscreate_sprintcreate_work_items+16 | 19 | <=2025-11-25 | 32/100 | F |
| 37 | rebound rebound-how/rebound | 0 | 2026-07-28+ | 31/100 | F |
| 38 | mcp-hub blaxel-ai/mcp-hub | 0 | 2026-07-28+ | 29/100 | F |
| 39 | langchain-playground chrisleekr/langchain-playground fetch_and_analyze_logsgenerate_log_nrql_querygenerate_trace_logs_query+8 | 11 | <=2025-11-25 | 27/100 | F |
| 40 | devops-mcp Kartikvyas1604/devops-mcp | 0 | 2026-07-28+ | 19/100 | F |
| 41 | Citio lawrencehui/Citio citio.check_ci_statuscitio.create_branchcitio.create_pr+18 | 21 | 2026-07-28+ | 13/100 | F |
| 42 | review-radar OmarElsahragty/review-radar addechoget_library_documentation+12 | 15 | <=2025-11-25 | 11/100 | F |
| 43 | diagnostic-slackbot nikogura/diagnostic-slackbot cloudwatch_alarms_historycloudwatch_alarms_listcloudwatch_logs_get_events+40 | 43 | 2026-07-28+ | 0/100 | F |
| 44 | firefight FireFightLabs/firefight approve_approvalask_halonassign_action_item+75 | 78 | 2026-07-28+ | 0/100 | F |
| 45 | loop radutopala/loop | 0 | 2026-07-28+ | 0/100 | F |
| 46 | thor scoutqa-dot-ai/thor stdio-fixture | 1 | 2026-07-28+ | 0/100 | F |