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36 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 2 |
| neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 |
| 25 |
| 2025-06-18+ |
| 47/100 |
| F |
| 3 | openbridge-mcp openbridge/openbridge-mcp cancel_subscriptioncreate_jobcreate_subscription+25 | 28 | 2026-07-28+ | 47/100 | F |
| 4 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 5 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 6 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 7 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 8 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 9 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 10 | iMessage_MCPServer_AdvancedInsights rallyventurepartners/iMessage_MCPServer_AdvancedInsights check_consentemotion_timeline_toolimsg_anomaly_scan+15 | 18 | 2026-07-28+ | 44/100 | F |
| 11 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 12 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 13 | lancedb-mcp-server lancedb/lancedb-mcp-server ingest_docsquery_tabletable_details | 3 | 2026-07-28+ | 42/100 | F |
| 14 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 15 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 16 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 17 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 18 | AI4Semantics-MCP-server SEMICeu/AI4Semantics-MCP-server add_attributeadd_classadd_connector+8 | 11 | 2026-07-28+ | 36/100 | F |
| 19 | databricks-docs-mcp yang0733/databricks-docs-mcp get_server_statustrigger_refresh | 2 | <=2025-11-25 | 35/100 | F |
| 20 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 21 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 22 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 23 | Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- Herman940306/Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- ai_integrationarchitecture_analysiscompliance_validation+17 | 20 | 2026-07-28+ | 31/100 | F |
| 24 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 25 | dm-mcp-server Sid-Li/dm-mcp-server health_check | 1 | 2026-07-28+ | 27/100 | F |
| 26 | neurondb neurondb/neurondb | 0 | 2026-07-28+ | 27/100 | F |
| 27 | scitex-hub scitex-ai/scitex-hub audiocaptureclew+14 | 17 | 2026-07-28+ | 23/100 | F |
| 28 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |
| 29 | synapse-mcp Sage-Bionetworks/synapse-mcp get_entityget_entity_aclget_entity_annotations+3 | 6 | 2026-07-28+ | 16/100 | F |
| 30 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 31 | graphrag_mcp rileylemm/graphrag_mcp get_graph_schemaget_vector_collection_infohybrid_search+1 | 4 | <=2025-11-25 | 11/100 | F |
| 32 | celery_root christianhpoe/celery_root db_catalogdb_queryfetch_schema+9 | 12 | <=2025-11-25 | 10/100 | F |
| 33 | mcp-server-metrics hzhangse-ai-agent/mcp-server-metrics log_metric_designlog_thought_contentquery_api_services_tool+2 | 5 | 2026-07-28+ | 9/100 | F |
| 34 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 35 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |
| 36 | project-concord limcheekin/project-concord build_query_from_descriptionecho_messageexpand_abbreviations+2 | 5 | 2026-07-28+ | 0/100 | F |