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1,069 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | Academic-Research-MCP-Suite sercantas/Academic-Research-MCP-Suite generaterefinerun | 3 | 2025-06-18+ | 49/100 | F |
| 2 | Arxiv-MCP emi-dm/Arxiv-MCP analyze_trendsdownload_paperget_paper_details+1 | 4 | <=2025-11-25 |
| 49/100 |
| F |
| 3 | CoChem-Agents yuxi-TJU/CoChem-Agents analyze_moleculebatch_process_moleculescalculate_descriptors+9 | 12 | <=2025-11-25 | 49/100 | F |
| 4 | DAAgent DSXiangLi/DAAgent close_sandboxexecute_codeget_execution_history+2 | 5 | 2025-06-18+ | 49/100 | F |
| 5 | FIWARE-MCP-Server dncampo/FIWARE-MCP-Server CB_versionexecute_queryget_all_entities+2 | 5 | 2026-07-28+ | 49/100 | F |
| 6 | Fabric-Analytics-MCP santhoshravindran7/Fabric-Analytics-MCP assign_capacity_to_workspacecreate_fabric_lakehousecreate_fabric_spark_pools+16 | 19 | 2026-07-28+ | 49/100 | F |
| 7 | JAVAMCPserver naveenvivek/JAVAMCPserver execute_trino_queryflink_job_detailsflink_jobmanager_metrics+13 | 16 | <=2025-11-25 | 49/100 | F |
| 8 | KEGG-MCP-Server Augmented-Nature/KEGG-MCP-Server batch_querybrite_searchcompound_info+10 | 13 | 2026-07-28+ | 49/100 | F |
| 9 | MarketScope-AI-Powered-Industry-Segment-Intelligence-Platform BigDataTeam5/MarketScope-AI-Powered-Industry-Segment-Intelligence-Platform analyze_market_segmentanalyze_sales_datacalculate_sales_forecast+9 | 12 | <=2025-11-25 | 49/100 | F |
| 10 | Mastervolt-Deep-Research ssdeanx/Mastervolt-Deep-Research alpha_vantage_time_series_dailyalpha_vantage_time_series_intradayanalyze_data_patterns+5 | 8 | 2025-06-18+ | 49/100 | F |
| 11 | PubChem-MCP-Server JackKuo666/PubChem-MCP-Server get_pubchem_compound_by_cidsearch_pubchem_advancedsearch_pubchem_by_name+1 | 4 | <=2025-11-25 | 49/100 | F |
| 12 | amazon-redshift-mcp-server-by-cdata CDataSoftware/amazon-redshift-mcp-server-by-cdata redshift_get_columnsredshift_get_tablesredshift_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 13 | apache-hbase-mcp-server-by-cdata CDataSoftware/apache-hbase-mcp-server-by-cdata hbase_get_columnshbase_get_tableshbase_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 14 | apache-spark-mcp-server-by-cdata CDataSoftware/apache-spark-mcp-server-by-cdata get_columnsget_tablesrun_query | 3 | <=2025-11-25 | 49/100 | F |
| 15 | azure-data-lake-storage-mcp-server-by-cdata CDataSoftware/azure-data-lake-storage-mcp-server-by-cdata {prefix}_get_columns{prefix}_get_tables{prefix}_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 16 | bigeye-mcp-server bigeyedata/bigeye-mcp-server analyze_lineagecheck_healthcreate_metric+23 | 26 | 2026-07-28+ | 49/100 | F |
| 17 | biothings-mcp longevity-genie/biothings-mcp biothings_download_entrez_databiothings_download_entrez_data_localbiothings_get_chemical+15 | 18 | <=2025-11-25 | 49/100 | F |
| 18 | bonnard-cli bonnard-data/bonnard-cli annotatedashboard deploydashboard dev+31 | 34 | 2026-07-28+ | 49/100 | F |
| 19 | bricks-use aymenfurter/bricks-use compare_tablesexecute_queryget_table_info+1 | 4 | <=2025-11-25 | 49/100 | F |
| 20 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 21 | cloudflare-vectorize-mcp-server endou-mame/cloudflare-vectorize-mcp-server search | 1 | <=2025-11-25 | 49/100 | F |
| 22 | colab-mcp SebastianGilPinzon/colab-mcp add_code_celladd_text_cellchange_runtime+6 | 9 | <=2025-11-25 | 49/100 | F |
| 23 | countly-mcp mksglu/countly-mcp countlyEventssendCountlyEvent | 2 | <=2025-11-25 | 49/100 | F |
| 24 | dank-mcp AgentDank/dank-mcp query | 1 | <=2025-11-25 | 49/100 | F |
| 25 | data-gov-in-mcp Yash-Kavaiya/data-gov-in-mcp clear_cachefilter_datasetget_cache_statistics+5 | 8 | <=2025-11-25 | 49/100 | F |
| 26 | dataform-mcp-server dannemarre/dataform-mcp-server dataform_compiledataform_compile_actiondataform_dry_run+6 | 9 | 2025-06-18+ | 49/100 | F |
| 27 | datos.gob.es-mcp AnCode666/datos.gob.es-mcp get_dataset_detailslist_datasetssearch_datasets | 3 | <=2025-11-25 | 49/100 | F |
| 28 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 29 | emr-mcp-server akashdeep01/emr-mcp-server analyze_yarn_applicationsdiagnose_performanceestimate_cost+7 | 10 | <=2025-11-25 | 49/100 | F |
| 30 | era5-mcp-server swnesbitt/era5-mcp-server fetch_era5_pressure_levelsfetch_era5_single_levelsinspect_netcdf | 3 | 2026-07-28+ | 49/100 | F |
| 31 | es-us-project kyopark2014/es-us-project draw_stock_trendrepl_coderrepl_drawer+6 | 9 | <=2025-11-25 | 49/100 | F |
| 32 | flink-mcp Cledar/flink-mcp configure_sessionget_configopen_new_session+2 | 5 | 2026-07-28+ | 49/100 | F |
| 33 | gcp-mcp-server LokiMCPUniverse/gcp-mcp-server get_instanceget_projectlist_buckets+5 | 8 | <=2025-11-25 | 49/100 | F |
| 34 | highplay_mcp MacromNex/highplay_mcp analyze_cyclic_peptidecancel_jobget_job_log+7 | 10 | <=2025-11-25 | 49/100 | F |
| 35 | iceberg-mcp-server cloudera/iceberg-mcp-server execute_queryget_schema | 2 | 2026-07-28+ | 49/100 | F |
| 36 | infino-mcp infino-ai/infino-mcp infino_sql | 1 | 2026-07-28+ | 49/100 | F |
| 37 | kaggle-mcp-server karaage0703/kaggle-mcp-server download_competition_filesget_competition_detailslist_competitions+1 | 4 | <=2025-11-25 | 49/100 | F |
| 38 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 39 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 40 | macrocosmos-mcp macrocosm-os/macrocosmos-mcp create_gravity_taskcreate_gravity_taskget_gravity_task_status+3 | 6 | <=2025-11-25 | 49/100 | F |
| 41 | matchmaker EOSC-Data-Commons/matchmaker get_dataset_filesget_task_resultget_tool_config+5 | 8 | 2026-07-28+ | 49/100 | F |
| 42 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 43 | mcp-cbs-cijfers-open-data dstotijn/mcp-cbs-cijfers-open-data get_catalogsget_dimension_valuesget_dimensions+4 | 7 | 2026-07-28+ | 49/100 | F |
| 44 | mcp-doris morningman/mcp-doris execute_queryshow_databasesshow_tables | 3 | <=2025-11-25 | 49/100 | F |
| 45 | mcp-marketplace amplitude/mcp-marketplace build_writer_plancompress_run | 2 | 2026-07-28+ | 49/100 | F |
| 46 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 47 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 48 | mcp-omics colbyford/mcp-omics get_chembl_infoget_gene_infoget_pdb_info+2 | 5 | 2026-07-28+ | 49/100 | F |
| 49 | mcp-posthog-server bbishdotdev/mcp-posthog-server create_cohortlist_cohorts | 2 | 2026-07-28+ | 49/100 | F |
| 50 | mcp-report kyopark2014/mcp-report aws_clicompount_activitycreate_daily_cost_visualizations+32 | 35 | <=2025-11-25 | 49/100 | F |