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92 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 52 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_tool |
| 4 |
| 2026-07-28+ |
| 46/100 |
| F |
| 53 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 54 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 55 | zaj-MySQL-MCP zajTools/zaj-MySQL-MCP add_insightdescribe_tablelist_insights+3 | 6 | 2026-07-28+ | 45/100 | F |
| 56 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 57 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 58 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 59 | celp-mcp CelpAI/celp-mcp query-databasequery-database-turbo | 2 | 2026-07-28+ | 41/100 | F |
| 60 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 61 | metabase-ai-assistant enessari/metabase-ai-assistant ai_dashboard_build_fullai_relationships_suggestai_sql_execute_and_heal+28 | 31 | 2025-06-18+ | 41/100 | F |
| 62 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 63 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 64 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 65 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 66 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 67 | mcp-server wangle201210/mcp-server dify_retrieverdt_decryptdt_time+1 | 4 | 2026-07-28+ | 36/100 | F |
| 68 | sajhamcpserver ajsinha/sajhamcpserver alpha_vantage_stock_datacoingecko_crypto_dataduckdb_query+9 | 12 | 2026-07-28+ | 36/100 | F |
| 69 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 70 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 71 | 4D-ARE ybeven/4D-ARE connectconnectdisconnect+27 | 30 | 2026-07-28+ | 32/100 | F |
| 72 | 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 |
| 73 | mcp-chat-insight crazyyanchao/mcp-chat-insight list_tablesqueryreport | 3 | 2026-07-28+ | 32/100 | F |
| 74 | 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 |
| 75 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 76 | dm-mcp-server Sid-Li/dm-mcp-server health_check | 1 | 2026-07-28+ | 27/100 | F |
| 77 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 78 | scitex-hub scitex-ai/scitex-hub audiocaptureclew+14 | 17 | 2026-07-28+ | 23/100 | F |
| 79 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 80 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |
| 81 | orionbelt-semantic-layer ralforion/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 16/100 | F |
| 82 | synapse-mcp Sage-Bionetworks/synapse-mcp get_entityget_entity_aclget_entity_annotations+3 | 6 | 2026-07-28+ | 16/100 | F |
| 83 | nlqueries nlqueries/nlqueries get_agent_schemaget_cache_statsget_query_history+6 | 9 | 2026-07-28+ | 12/100 | F |
| 84 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 85 | celery_root christianhpoe/celery_root db_catalogdb_queryfetch_schema+9 | 12 | <=2025-11-25 | 10/100 | F |
| 86 | mcp-run-sql-connectorx gigamori/mcp-run-sql-connectorx run_sql | 1 | 2026-07-28+ | 10/100 | F |
| 87 | 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 |
| 88 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 89 | AI-Agents sentient-io/AI-Agents add_documentcreate_indexdelete_document+10 | 13 | 2026-07-28+ | 0/100 | F |
| 90 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |
| 91 | octa thorstenfoltz/octa anonymizecheck_referencescheck_rules+46 | 49 | 2026-07-28+ | 0/100 | F |
| 92 | project-concord limcheekin/project-concord build_query_from_descriptionecho_messageexpand_abbreviations+2 | 5 | 2026-07-28+ | 0/100 | F |