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1,985 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 | BizzOps-MCP-Server Shyamkadiwar/BizzOps-MCP-Server add_inventory_itemadd_saleadd_stock+23 | 26 | 2026-07-28+ | 49/100 | F |
| 4 | Canvelete-MCP-server Canvelete/Canvelete-MCP-server add_elementapply_templatechat_with_civi+21 | 24 | <=2025-11-25 | 49/100 | F |
| 5 | Chef-agent OmNagvekar/Chef-agent execute_pythongraph_queryingest_url_to_graph+2 | 5 | <=2025-11-25 | 49/100 | F |
| 6 | Clo-MCP ffniners/Clo-MCP add_fabricadd_seamassign_fabric+25 | 28 | 2026-07-28+ | 49/100 | F |
| 7 | CoChem-Agents yuxi-TJU/CoChem-Agents analyze_moleculebatch_process_moleculescalculate_descriptors+9 | 12 | <=2025-11-25 | 49/100 | F |
| 8 | DAAgent DSXiangLi/DAAgent close_sandboxexecute_codeget_execution_history+2 | 5 | 2025-06-18+ | 49/100 | F |
| 9 | FIWARE-MCP-Server dncampo/FIWARE-MCP-Server CB_versionexecute_queryget_all_entities+2 | 5 | 2026-07-28+ | 49/100 | F |
| 10 | Fabric-Analytics-MCP santhoshravindran7/Fabric-Analytics-MCP assign_capacity_to_workspacecreate_fabric_lakehousecreate_fabric_spark_pools+16 | 19 | 2026-07-28+ | 49/100 | F |
| 11 | JAVAMCPserver naveenvivek/JAVAMCPserver execute_trino_queryflink_job_detailsflink_jobmanager_metrics+13 | 16 | <=2025-11-25 | 49/100 | F |
| 12 | KEGG-MCP-Server Augmented-Nature/KEGG-MCP-Server batch_querybrite_searchcompound_info+10 | 13 | 2026-07-28+ | 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 | Paylink pavankumaryeluri/Paylink CheckoutGetTransactionHandleWebhook+2 | 5 | <=2025-11-25 | 49/100 | F |
| 16 | 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 |
| 17 | Travel-Pilot SUJAY-HK/Travel-Pilot airbnb_search | 1 | 2026-07-28+ | 49/100 | F |
| 18 | WP-MCP-Plugin LAPSrj/WP-MCP-Plugin refresh_toolswp_api | 2 | 2026-07-28+ | 49/100 | F |
| 19 | agents farhan0167/agents add_to_pantryget_pantryremove_from_pantry+1 | 4 | 2026-07-28+ | 49/100 | F |
| 20 | 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 |
| 21 | 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 |
| 22 | apache-spark-mcp-server-by-cdata CDataSoftware/apache-spark-mcp-server-by-cdata get_columnsget_tablesrun_query | 3 | <=2025-11-25 | 49/100 | F |
| 23 | asset-intel-orchestration-engine Kronova-Intelligent-Systems/asset-intel-orchestration-engine analyze_dataanalyze_nftsasset_tokenization_engine+23 | 26 | 2026-07-28+ | 49/100 | F |
| 24 | avito-mcp elchin92/avito-mcp auth_get_access_tokenauth_refresh_access_tokencpa_get_bids+20 | 23 | <=2025-11-25 | 49/100 | F |
| 25 | 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 |
| 26 | bigcommerce-mcp-server-by-cdata CDataSoftware/bigcommerce-mcp-server-by-cdata {prefix}_get_columns{prefix}_get_tables{prefix}_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 27 | bigeye-mcp-server bigeyedata/bigeye-mcp-server analyze_lineagecheck_healthcreate_metric+23 | 26 | 2026-07-28+ | 49/100 | F |
| 28 | biothings-mcp longevity-genie/biothings-mcp biothings_download_entrez_databiothings_download_entrez_data_localbiothings_get_chemical+15 | 18 | <=2025-11-25 | 49/100 | F |
| 29 | bonnard-cli bonnard-data/bonnard-cli annotatedashboard deploydashboard dev+31 | 34 | 2026-07-28+ | 49/100 | F |
| 30 | bricks-use aymenfurter/bricks-use compare_tablesexecute_queryget_table_info+1 | 4 | <=2025-11-25 | 49/100 | F |
| 31 | cartly kushyanthpothi/cartly createCartStatusdeleteCartStatusByIdgetCartStatus+2 | 5 | 2026-07-28+ | 49/100 | F |
| 32 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 33 | clawwp oops121/clawwp get_site_infomanage_commentsmanage_media+5 | 8 | 2026-07-28+ | 49/100 | F |
| 34 | cloudflare-vectorize-mcp-server endou-mame/cloudflare-vectorize-mcp-server search | 1 | <=2025-11-25 | 49/100 | F |
| 35 | colab-mcp SebastianGilPinzon/colab-mcp add_code_celladd_text_cellchange_runtime+6 | 9 | <=2025-11-25 | 49/100 | F |
| 36 | countly-mcp mksglu/countly-mcp countlyEventssendCountlyEvent | 2 | <=2025-11-25 | 49/100 | F |
| 37 | customs-mcp-server handaas/customs-mcp-server customs_bigdata_export_order_regionscustoms_bigdata_export_product_trendscustoms_bigdata_export_recruitment_profile+3 | 6 | 2026-07-28+ | 49/100 | F |
| 38 | dank-mcp AgentDank/dank-mcp query | 1 | <=2025-11-25 | 49/100 | F |
| 39 | data-gov-in-mcp Yash-Kavaiya/data-gov-in-mcp clear_cachefilter_datasetget_cache_statistics+5 | 8 | <=2025-11-25 | 49/100 | F |
| 40 | dataform-mcp-server dannemarre/dataform-mcp-server dataform_compiledataform_compile_actiondataform_dry_run+6 | 9 | 2025-06-18+ | 49/100 | F |
| 41 | datos.gob.es-mcp AnCode666/datos.gob.es-mcp get_dataset_detailslist_datasetssearch_datasets | 3 | <=2025-11-25 | 49/100 | F |
| 42 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 43 | electric-scraper scanzy/electric-scraper read_configread_docsread_new_website_guide+2 | 5 | <=2025-11-25 | 49/100 | F |
| 44 | emr-mcp-server akashdeep01/emr-mcp-server analyze_yarn_applicationsdiagnose_performanceestimate_cost+7 | 10 | <=2025-11-25 | 49/100 | F |
| 45 | era5-mcp-server swnesbitt/era5-mcp-server fetch_era5_pressure_levelsfetch_era5_single_levelsinspect_netcdf | 3 | 2026-07-28+ | 49/100 | F |
| 46 | es-us-project kyopark2014/es-us-project draw_stock_trendrepl_coderrepl_drawer+6 | 9 | <=2025-11-25 | 49/100 | F |
| 47 | etsy-mcp-server georgejeffers/etsy-mcp-server authenticatecreate_listingcreate_shop_shipping_profile+6 | 9 | <=2025-11-25 | 49/100 | F |
| 48 | flink-mcp Cledar/flink-mcp configure_sessionget_configopen_new_session+2 | 5 | 2026-07-28+ | 49/100 | F |
| 49 | forGrabOn AmaravadhiBharath/forGrabOn distribute_dealterminate_campaign | 2 | 2026-07-28+ | 49/100 | F |
| 50 | frappe-mcp-server vyogotech/frappe-mcp-server analyze_documentanalyze_project_timelinebudget_variance_analysis+13 | 16 | <=2025-11-25 | 49/100 | F |