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1,857 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 |
| 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 | Discord-AI-Agent OoriData/Discord-AI-Agent adderror_toollong_task+1 | 4 | <=2025-11-25 | 49/100 | F |
| 6 | FIWARE-MCP-Server dncampo/FIWARE-MCP-Server CB_versionexecute_queryget_all_entities+2 | 5 | 2026-07-28+ | 49/100 | F |
| 7 | Fabric-Analytics-MCP santhoshravindran7/Fabric-Analytics-MCP assign_capacity_to_workspacecreate_fabric_lakehousecreate_fabric_spark_pools+16 | 19 | 2026-07-28+ | 49/100 | F |
| 8 | Fast-Whisper-MCP-Server BigUncle/Fast-Whisper-MCP-Server batch_transcribe_audioget_model_info_apitranscribe | 3 | <=2025-11-25 | 49/100 | F |
| 9 | JAVAMCPserver naveenvivek/JAVAMCPserver execute_trino_queryflink_job_detailsflink_jobmanager_metrics+13 | 16 | <=2025-11-25 | 49/100 | F |
| 10 | KEGG-MCP-Server Augmented-Nature/KEGG-MCP-Server batch_querybrite_searchcompound_info+10 | 13 | 2026-07-28+ | 49/100 | F |
| 11 | MCP-Outlook-Local-Server thomaspical/MCP-Outlook-Local-Server create_eventlist_accountslist_emails+5 | 8 | <=2025-11-25 | 49/100 | F |
| 12 | MCP_Server FernandoTN/MCP_Server create_eventdelete_eventfreebusy_query+1 | 4 | <=2025-11-25 | 49/100 | F |
| 13 | 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 |
| 14 | 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 |
| 15 | 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 |
| 16 | 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 |
| 17 | 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 |
| 18 | apache-spark-mcp-server-by-cdata CDataSoftware/apache-spark-mcp-server-by-cdata get_columnsget_tablesrun_query | 3 | <=2025-11-25 | 49/100 | F |
| 19 | 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 |
| 20 | bigeye-mcp-server bigeyedata/bigeye-mcp-server analyze_lineagecheck_healthcreate_metric+23 | 26 | 2026-07-28+ | 49/100 | F |
| 21 | biothings-mcp longevity-genie/biothings-mcp biothings_download_entrez_databiothings_download_entrez_data_localbiothings_get_chemical+15 | 18 | <=2025-11-25 | 49/100 | F |
| 22 | bonnard-cli bonnard-data/bonnard-cli annotatedashboard deploydashboard dev+31 | 34 | 2026-07-28+ | 49/100 | F |
| 23 | bricks-use aymenfurter/bricks-use compare_tablesexecute_queryget_table_info+1 | 4 | <=2025-11-25 | 49/100 | F |
| 24 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 25 | chatbots-mcp-server OumaimaZerouali/chatbots-mcp-server createAppointmentgetAllBotConfigsgetBotConfigById+1 | 4 | <=2025-11-25 | 49/100 | F |
| 26 | claude-channel-signal BrendanMartin/claude-channel-signal replysend | 2 | <=2025-11-25 | 49/100 | F |
| 27 | cloudflare-vectorize-mcp-server endou-mame/cloudflare-vectorize-mcp-server search | 1 | <=2025-11-25 | 49/100 | F |
| 28 | colab-mcp SebastianGilPinzon/colab-mcp add_code_celladd_text_cellchange_runtime+6 | 9 | <=2025-11-25 | 49/100 | F |
| 29 | countly-mcp mksglu/countly-mcp countlyEventssendCountlyEvent | 2 | <=2025-11-25 | 49/100 | F |
| 30 | cpanel-mcp ashrobertsdragon/cpanel-mcp add_email_accountchange_passwordcreate_email_forwarder+6 | 9 | 2026-07-28+ | 49/100 | F |
| 31 | dank-mcp AgentDank/dank-mcp query | 1 | <=2025-11-25 | 49/100 | F |
| 32 | data-gov-in-mcp Yash-Kavaiya/data-gov-in-mcp clear_cachefilter_datasetget_cache_statistics+5 | 8 | <=2025-11-25 | 49/100 | F |
| 33 | dataform-mcp-server dannemarre/dataform-mcp-server dataform_compiledataform_compile_actiondataform_dry_run+6 | 9 | 2025-06-18+ | 49/100 | F |
| 34 | datos.gob.es-mcp AnCode666/datos.gob.es-mcp get_dataset_detailslist_datasetssearch_datasets | 3 | <=2025-11-25 | 49/100 | F |
| 35 | discord.py-self-mcp Microck/discord.py-self-mcp create_channeldelete_channeldiscrawl_doctor+4 | 7 | <=2025-11-25 | 49/100 | F |
| 36 | discordmcp v-3/discordmcp read-messagessend-message | 2 | 2026-07-28+ | 49/100 | F |
| 37 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 38 | edge-tts-mcp-server Komorebi-yaodong/edge-tts-mcp-server list_voicestext_to_speech | 2 | 2026-07-28+ | 49/100 | F |
| 39 | emr-mcp-server akashdeep01/emr-mcp-server analyze_yarn_applicationsdiagnose_performanceestimate_cost+7 | 10 | <=2025-11-25 | 49/100 | F |
| 40 | era5-mcp-server swnesbitt/era5-mcp-server fetch_era5_pressure_levelsfetch_era5_single_levelsinspect_netcdf | 3 | 2026-07-28+ | 49/100 | F |
| 41 | es-us-project kyopark2014/es-us-project draw_stock_trendrepl_coderrepl_drawer+6 | 9 | <=2025-11-25 | 49/100 | F |
| 42 | evo-mcp brunonuzzi/evo-mcp connect_instancecreate_instancedelete_instance+17 | 20 | 2026-07-28+ | 49/100 | F |
| 43 | fastmcp-server ggoulet-dev/fastmcp-server send_email | 1 | 2026-07-28+ | 49/100 | F |
| 44 | flink-mcp Cledar/flink-mcp configure_sessionget_configopen_new_session+2 | 5 | 2026-07-28+ | 49/100 | F |
| 45 | gcp-mcp-server LokiMCPUniverse/gcp-mcp-server get_instanceget_projectlist_buckets+5 | 8 | <=2025-11-25 | 49/100 | F |
| 46 | gemini-callme yogirk/gemini-callme continue_callend_callinitiate_call | 3 | 2026-07-28+ | 49/100 | F |
| 47 | gmail-mcp vinayak-mehta/gmail-mcp get_email_contentlist_messagessearch_emails | 3 | 2026-07-28+ | 49/100 | F |
| 48 | gmail-mcp shinzo-labs/gmail-mcp create_draft | 1 | 2026-07-28+ | 49/100 | F |
| 49 | gmail-mcp-server Ayush-k-Shukla/gmail-mcp-server create-labeldelete-emaildelete-gmail-label+7 | 10 | 2026-07-28+ | 49/100 | F |
| 50 | gmail-mcp-server Imsharad/gmail-mcp-server add_label_to_emailcreate_draftcreate_gmail_label+19 | 22 | <=2025-11-25 | 49/100 | F |