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65 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-grafana grafana/mcp-grafana describe_sql_tablelist_sql_databaseslist_sql_tables+1 | 4 | <=2025-11-25 | 79/100 | B |
| 2 | mcp-server-elasticsearch elastic/mcp-server-elasticsearch esqlget_mappings |
| 5 |
| <=2025-11-25 |
| 79/100 |
| B |
| 3 | precis-finance-mcp precis-finance/precis-finance-mcp get_bindingget_load_statuslist_bindings+3 | 6 | 2026-07-28+ | 79/100 | B |
| 4 | aws-open-data-mcp domdomegg/aws-open-data-mcp get_datasetsearch_datasets | 2 | 2025-06-18+ | 78/100 | B |
| 5 | flint-chart microsoft/flint-chart compile_chartcreate_chart_viewlist_chart_types+3 | 6 | 2026-07-28+ | 77/100 | B |
| 6 | mcp-server exasol/mcp-server delete_bucketfs_directorydelete_bucketfs_filedescribe_exasol_builtin_function+26 | 29 | <=2025-11-25 | 77/100 | B |
| 7 | orionbelt-analytics ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 77/100 | B |
| 8 | apache-airflow-mcp-server madamak/apache-airflow-mcp-server airflow_clear_dag_runairflow_clear_task_instancesairflow_describe_instance+13 | 16 | <=2025-11-25 | 76/100 | B |
| 9 | autario-mcp Autario/autario-mcp get_dataset_infoget_dataset_schemaquery_dataset+1 | 4 | 2026-07-28+ | 76/100 | B |
| 10 | mcp Snowflake-Labs/mcp cortex_agentcortex_analystcortex_search+12 | 15 | <=2025-11-25 | 76/100 | B |
| 11 | vscode-runtime-notebook-mcp olavocarvalho/vscode-runtime-notebook-mcp notebook_bulk_add_cellsnotebook_clear_outputsnotebook_delete_cell+12 | 15 | <=2025-11-25 | 76/100 | B |
| 12 | jb-kibana-mcp jerrelblankenship/jb-kibana-mcp export_dashboardget_dashboardget_visualization+4 | 7 | 2026-07-28+ | 75/100 | B |
| 13 | mcp-kafka dockndevai/mcp-kafka alter_topic_configcluster_infocreate_partitions+9 | 12 | 2026-07-28+ | 75/100 | B |
| 14 | open-alex-mcp nac-codes/open-alex-mcp get_author_by_idget_source_by_idget_work_by_id+4 | 7 | 2026-07-28+ | 75/100 | B |
| 15 | powerbi-analyst-mcp mbrummerstedt/powerbi-analyst-mcp authenticatedelete_query_log_entryexecute_dax+9 | 12 | 2026-07-28+ | 75/100 | B |
| 16 | skysql-mcp skysqlinc/skysql-mcp ask_agentdelete_dblaunch_serverless_db+1 | 4 | <=2025-11-25 | 75/100 | B |
| 17 | trendspyg flack0x/trendspyg compare_interest_over_timecompare_trendingget_interest_by_region+8 | 11 | 2026-07-28+ | 75/100 | B |
| 18 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 19 | elasticsearch-mcp-server cr7258/elasticsearch-mcp-server analyze_textcreate_data_streamcreate_index+17 | 20 | 2025-06-18+ | 74/100 | B |
| 20 | ipykernel-mcp 0x0L/ipykernel-mcp drain_outputexecuteinterrupt+3 | 6 | 2025-06-18+ | 74/100 | B |
| 21 | mcp-data-server boettiger-lab/mcp-data-server browse_stac_catalogget_stac_collectionget_stac_details+1 | 4 | 2026-07-28+ | 74/100 | B |
| 22 | mcp-hydrolix hydrolix/mcp-hydrolix describe_tablelist_databaseslist_tables+1 | 4 | 2026-07-28+ | 74/100 | B |
| 23 | mcp-pinot startreedata/mcp-pinot confirm_update_table_configdiagnose_connectionforce_commit+28 | 31 | 2026-07-28+ | 74/100 | B |
| 24 | pbirb-mcp mafaq229/pbirb-mcp add_data_sourceadd_query_parameterdescribe_report+9 | 12 | <=2025-11-25 | 74/100 | B |
| 25 | rhoai-mcp opendatahub-io/rhoai-mcp cluster_summarycreate_s3_data_connectiondelete_data_connection+11 | 14 | 2026-07-28+ | 74/100 | B |
| 26 | Trends-MCP trendsmcp-ai/Trends-MCP get_growthget_time_seriesget_top_trends | 3 | 2026-07-28+ | 73/100 | B |
| 27 | agent-toolkit datacommonsorg/agent-toolkit get_child_observationsget_multi_entity_observationsget_observations+3 | 6 | 2026-07-28+ | 73/100 | B |
| 28 | airflow-mcp-server us-all/airflow-mcp-server airflow-clear-taskairflow-get-assetairflow-get-task-instances+14 | 17 | 2026-07-28+ | 73/100 | B |
| 29 | bagel Extelligence-ai/bagel delete_pipelinedescribe_data_sourcedescribe_topic+12 | 15 | 2025-06-18+ | 73/100 | B |
| 30 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 31 | cluster-mcp baraninja/cluster-mcp env_get_air_qualityenv_get_averaged_measurementsenv_get_data_availability+26 | 29 | 2026-07-28+ | 73/100 | B |
| 32 | oxylabs-mcp oxylabs/oxylabs-mcp ai_browser_agentai_crawlerai_map+7 | 10 | 2026-07-28+ | 73/100 | B |
| 33 | pinecone-mcp pinecone-io/pinecone-mcp cascading-searchcreate-index-for-modeldescribe-index+6 | 9 | 2026-07-28+ | 73/100 | B |
| 34 | ssh-task-manager-mcp dreminm/ssh-task-manager-mcp remote_check_tasksremote_copy_filesremote_follow_task+8 | 11 | 2026-07-28+ | 73/100 | B |
| 35 | AYX-MCP-Wrapper jupiterbak/AYX-MCP-Wrapper add_schedule_to_collectionadd_workflow_to_collectioncreate_collection+19 | 22 | 2026-07-28+ | 72/100 | B |
| 36 | cdm-mcp-server kbase/cdm-mcp-server count_delta_tableget_database_structureget_table_schema+5 | 8 | 2026-07-28+ | 72/100 | B |
| 37 | chip collibra/chip add_data_classification_matchcreate_assessmentcreate_asset+3 | 6 | 2026-07-28+ | 72/100 | B |
| 38 | cytoscape-desktop-mcp cytoscape/cytoscape-desktop-mcp command_gateway_getcommand_gateway_invokecommand_gateway_search | 3 | 2025-06-18+ | 72/100 | B |
| 39 | glue-mcp atcol/glue-mcp get_database_metadataget_table_metadatalist_databases | 3 | <=2025-11-25 | 72/100 | B |
| 40 | kolada-mcp aerugo/kolada-mcp analyze_kpi_across_municipalitiescompare_kpisfetch_kolada_data+6 | 9 | <=2025-11-25 | 72/100 | B |
| 41 | paperbanana llmsresearch/paperbanana batch_diagramsbatch_plotscontinue_diagram+7 | 10 | <=2025-11-25 | 72/100 | B |
| 42 | rstudiomcp zygi/rstudiomcp create_documenteval_rget_active_document+8 | 11 | 2026-07-28+ | 72/100 | B |
| 43 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 44 | altmetric-mcp altmetric/altmetric-mcp explore_attention_summaryexplore_demographicsexplore_journals+9 | 12 | 2026-07-28+ | 71/100 | B |
| 45 | astrofabric-mcp sam1siam/astrofabric-mcp mission_agent | 1 | 2026-07-28+ | 71/100 | B |
| 46 | databar-mcp-server databar-ai/databar-mcp-server create_columncreate_rowscreate_table+17 | 20 | <=2025-11-25 | 71/100 | B |
| 47 | dbt-llm-agent pragunbhutani/dbt-llm-agent get_model_detailsget_project_summarylist_dbt_models+1 | 4 | <=2025-11-25 | 71/100 | B |
| 48 | google-trends-mcp trendsmcp-ai/google-trends-mcp get_growthget_time_seriesget_top_trends | 3 | 2026-07-28+ | 71/100 | B |
| 49 | jma-data-mcp koizumikento/jma-data-mcp get_current_weatherget_forecastget_historical_weather+8 | 11 | 2026-07-28+ | 71/100 | B |
| 50 | mcp-google-sheets Komyosys/mcp-google-sheets append_rowbatch_update_cellsclear_range+8 | 11 | 2026-07-28+ | 71/100 | B |