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55 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 2 |
| mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 |
| 9 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | agent-bom msaad00/agent-bom create_ticketdiffexample_asset_posture+5 | 8 | 2026-07-28+ | 67/100 | C |
| 4 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 5 | contex cahoots-org/contex assign_role_endpointcreate_keyexport_audit_events+13 | 16 | 2026-07-28+ | 66/100 | C |
| 6 | searchless-ngx hensing/searchless-ngx get_current_datesearch_paperless_metadata | 2 | 2026-07-28+ | 61/100 | C |
| 7 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 8 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 9 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 10 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 11 | graphrag-kyc-agent neo4j-product-examples/graphrag-kyc-agent create_memoryfind_customer_ringsfind_customers_in_rings+6 | 9 | <=2025-11-25 | 56/100 | D |
| 12 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 13 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 14 | Mosaic seiggy/Mosaic clear_memorygenerate_diagramget_repository_graph_stats+8 | 11 | <=2025-11-25 | 52/100 | D |
| 15 | mastra2-course anotherjung/mastra2-course calculatorget-transactionsget-weather | 3 | 2025-06-18+ | 52/100 | D |
| 16 | Hands_on_LLM Theanh130124/Hands_on_LLM addget_current_temperature_by_cityget_ma_so_thue+2 | 5 | 2026-07-28+ | 51/100 | D |
| 17 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 18 | undesirables-mcp-server sailorpepe/undesirables-mcp-server analyze_beatscreate_bannercreate_memory_relation+35 | 38 | <=2025-11-25 | 51/100 | D |
| 19 | vmware-mcp-server adrianlizman/vmware-mcp-server analyze_vm_performanceclone_vmcreate_snapshot+22 | 25 | <=2025-11-25 | 51/100 | D |
| 20 | AutopilotMonitor okieselbach/AutopilotMonitor get_device_propertiesget_enrollment_sessionget_ime_version_history+14 | 17 | 2026-07-28+ | 49/100 | F |
| 21 | MCP_Catalog Swissbit92/MCP_Catalog brave_web_searchexecute_swapfetch_url+11 | 14 | 2026-07-28+ | 48/100 | F |
| 22 | expert-octo-guide tituslhy/expert-octo-guide chat_with_docsgenerate_poemgenerate_poem+4 | 7 | <=2025-11-25 | 46/100 | F |
| 23 | mcp-projects SrGrace/mcp-projects addanalyze_tickerget_ticker_info+6 | 9 | 2026-07-28+ | 46/100 | F |
| 24 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 25 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 26 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 27 | brain-ecosystem timmeck/brain-ecosystem brain_benchmark_historybrain_benchmark_runbrain_benchmark_score+15 | 18 | <=2025-11-25 | 43/100 | F |
| 28 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 29 | Autonomous-Cloud-Governance SiD-array/Autonomous-Cloud-Governance analyze_topiccalculate_simulated_costcheck_connection+13 | 16 | 2026-07-28+ | 42/100 | F |
| 30 | MCP-Server Prasann3/MCP-Server semantic_search | 1 | <=2025-11-25 | 42/100 | F |
| 31 | Friendantial mirulili/Friendantial backtest/simulatebasic_analysis/news-sentiment/{stock_code}basic_analysis/recommendations+7 | 10 | <=2025-11-25 | 41/100 | F |
| 32 | MCP_Server LilianRage/MCP_Server add_worksheetanalyze_with_llmcheck_excel_status+9 | 12 | <=2025-11-25 | 39/100 | F |
| 33 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 34 | advance-fraud-analyst Johnza06/advance-fraud-analyst credit_risk_toolkyc_fraud_toolsanctions_pep_tool+1 | 4 | 2026-07-28+ | 37/100 | F |
| 35 | bumi-mcp sandraschi/bumi-mcp bumibumi_agentic_workflowbumi_quick_start | 3 | 2026-07-28+ | 37/100 | F |
| 36 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 37 | MCP-LogSense---AI-Log-Analyser dhamkirti21/MCP-LogSense---AI-Log-Analyser get_recent_anomaliesget_recent_logsget_system_metrics | 3 | 2026-07-28+ | 36/100 | F |
| 38 | nexus-agents williamzujkowski/nexus-agents cancel_jobci_health_checkcompare_data_feeds+44 | 47 | 2025-06-18+ | 35/100 | F |
| 39 | splunk-mcp-llm-siemulator-linux rsfl/splunk-mcp-llm-siemulator-linux ask_modelget_ai_analysissplunk_indexes+2 | 5 | 2026-07-28+ | 35/100 | F |
| 40 | podman-ai nalinrajendran/podman-ai build_promptconfirm_execution_if_neededexecute_podman_command+3 | 6 | 2026-07-28+ | 33/100 | F |
| 41 | mneme-ai patsa2561-art/mneme-ai mneme.antivirus.scanmneme.audit.sessionmneme.capabilities+17 | 20 | 2026-07-28+ | 31/100 | F |
| 42 | zhishui-multi-agent-AI-management-system whocomestoget/zhishui-multi-agent-AI-management-system evaluate_employee_efficiencygenerate_efficiency_report | 2 | <=2025-11-25 | 31/100 | F |
| 43 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 44 | Sphraiva Codibex/Sphraiva CheckoutBranchInDevContainerAsyncCleanupDevContainerAsyncCloneRepositoryInDevContainerAsync+4 | 7 | 2025-06-18+ | 28/100 | F |
| 45 | agentic oalles/agentic rag-agentsystem-status | 2 | 2026-07-28+ | 25/100 | F |
| 46 | ShowTime mambo-wang/ShowTime createFolderdeleteFiledeleteFolder+4 | 7 | 2026-07-28+ | 22/100 | F |
| 47 | dev-druid-mcp harrisonchu/dev-druid-mcp | 0 | 2026-07-28+ | 16/100 | F |
| 48 | mcp-to-ai-sdk vercel-labs/mcp-to-ai-sdk check_domain_availability_and_pricecreate_commentcreate_issue+54 | 57 | <=2025-11-25 | 16/100 | F |
| 49 | PaperCortex renefichtmueller/PaperCortex papercortex_classifypapercortex_exportpapercortex_query+2 | 5 | 2026-07-28+ | 14/100 | F |
| 50 | autonomous-agent-system Codemethemoney/autonomous-agent-system | 0 | <=2025-11-25 | 14/100 | F |