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116 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 |
| 29 |
| <=2025-11-25 |
| 77/100 |
| B |
| 3 | orionbelt-analytics ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 77/100 | B |
| 4 | skysql-mcp skysqlinc/skysql-mcp ask_agentdelete_dblaunch_serverless_db+1 | 4 | <=2025-11-25 | 75/100 | B |
| 5 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 6 | scherlok rbmuller/scherlok checkhistoryinvestigate+3 | 6 | 2026-07-28+ | 69/100 | C |
| 7 | blue-perfumery-mcp-server recepgocmen/blue-perfumery-mcp-server get_perfume_by_idget_perfumes_by_categoryget_purchase_link+2 | 5 | 2026-07-28+ | 68/100 | C |
| 8 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 9 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 10 | orchid-youtube-mcp pablitxn/orchid-youtube-mcp delete_videoget_ingestion_statusget_sources+3 | 6 | 2026-07-28+ | 66/100 | C |
| 11 | orionbelt-analytics ralforion/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 66/100 | C |
| 12 | UNS-MCP Unstructured-IO/UNS-MCP create_astradb_destinationcreate_databricks_delta_table_destinationcreate_destination_connector+13 | 16 | <=2025-11-25 | 64/100 | C |
| 13 | alibabacloud-polardb-mcp-server aliyun/alibabacloud-polardb-mcp-server execute_sqlexecute_sqlimport_knowledge_base+15 | 18 | <=2025-11-25 | 64/100 | C |
| 14 | weave-mcp maximilien/weave-mcp count_collectionscount_documentscreate_collection+15 | 18 | 2026-07-28+ | 64/100 | C |
| 15 | aind-metadata-mcp AllenNeuralDynamics/aind-metadata-mcp aggregation_retrievalcount_recordsget_records+3 | 6 | 2026-07-28+ | 63/100 | C |
| 16 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 17 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 18 | family-serve-delicious Axyor/family-serve-delicious find-group-by-namefind-members-by-restrictiongroup-recipe-context+1 | 4 | 2025-06-18+ | 62/100 | C |
| 19 | rolldev-mcp-server dockergiant/rolldev-mcp-server rolldev_composerrolldev_db_queryrolldev_list_environments+7 | 10 | 2026-07-28+ | 62/100 | C |
| 20 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 21 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 | 59/100 | D |
| 22 | MCP_Dummy-Sales_Data_Generation mohana9985/MCP_Dummy-Sales_Data_Generation create_productscreate_usersdelete_products | 3 | 2026-07-28+ | 59/100 | D |
| 23 | dati yimindev/dati execute_sqlget_table_schemalist_tables_and_terms+4 | 7 | 2026-07-28+ | 59/100 | D |
| 24 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 25 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 26 | Air-Quality-Trends-Analysis-Project dyneth02/Air-Quality-Trends-Analysis-Project compare_citiesforecast_cityforecast_multi+1 | 4 | <=2025-11-25 | 58/100 | D |
| 27 | dolex outsidedata/dolex analyze_dataclean_columnclear_cache+17 | 20 | 2026-07-28+ | 58/100 | D |
| 28 | MCPHackathon HeetVekariya/MCPHackathon create_gdrive_sourcecreate_mongodb_destinationcreate_workflow+10 | 13 | <=2025-11-25 | 57/100 | D |
| 29 | Product-Catalog-with-FastAPI-and-MCP KhaledEssghaier/Product-Catalog-with-FastAPI-and-MCP create_productdelete_productget_categories+3 | 6 | 2026-07-28+ | 57/100 | D |
| 30 | dev-mcp visla-perlin/dev-mcp loki_query | 1 | <=2025-11-25 | 57/100 | D |
| 31 | get-data-from-deltron Duskalor/get-data-from-deltron armar_buildbuscar_componentes | 2 | 2026-07-28+ | 57/100 | D |
| 32 | mcp RainLib/mcp ESGetAliasesESGetHealthESGetIndex+22 | 25 | 2026-07-28+ | 57/100 | D |
| 33 | Multi-Agents-MCP TrongNV2003/Multi-Agents-MCP Check inventory detailCreate ordercreate_order+2 | 5 | <=2025-11-25 | 56/100 | D |
| 34 | Multi-Tenant-Cafe-Application CharlieAtki/Multi-Tenant-Cafe-Application add_item_to_checkoutadd_item_to_ordercomplete_user_order+12 | 15 | 2026-07-28+ | 56/100 | D |
| 35 | clio-agent iowarp/clio-agent ask_usercreate_a2ui_surfacecreate_artifact+16 | 19 | 2026-07-28+ | 56/100 | D |
| 36 | ecommerce-order-agent-platform lydiayan/ecommerce-order-agent-platform ORDER_QUERYcancelOrderevaluateRefundEligibility+2 | 5 | 2026-07-28+ | 56/100 | D |
| 37 | java-MCP-assistant HaibaraAi2517/java-MCP-assistant buy-ticketquery-ticket | 2 | <=2025-11-25 | 56/100 | D |
| 38 | mcp.backyardbrains.com BackyardBrains/mcp.backyardbrains.com metabase_create_cardmetabase_execute_cardmetabase_execute_sql+14 | 17 | <=2025-11-25 | 56/100 | D |
| 39 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 40 | kyomi-connect kyomi-ai/kyomi-connect dry_runexecute_queryexecute_query_stream_arrow+1 | 4 | <=2025-11-25 | 55/100 | D |
| 41 | MCP-Architecture Gautam-121/MCP-Architecture execute-graphql | 1 | 2026-07-28+ | 54/100 | D |
| 42 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 43 | publisher malloydata/publisher get_contextlist_packagesquery | 3 | 2026-07-28+ | 54/100 | D |
| 44 | orionbelt-semantic-layer ralfbecher/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 53/100 | D |
| 45 | travel-agency-mcp sydhsn/travel-agency-mcp add_travelerget_travelers_by_destinationlist_travelers | 3 | 2026-07-28+ | 53/100 | D |
| 46 | chatbot_Shopify Mobeen-Dev/chatbot_Shopify add_cartline_itemscreate_new_cart_with_itemsfile_search+6 | 9 | <=2025-11-25 | 52/100 | D |
| 47 | MCP-Sales_Data_Generation mohana9985/MCP-Sales_Data_Generation create_productscreate_usersdelete_products | 3 | 2026-07-28+ | 51/100 | D |
| 48 | arxiv-mcp Ractorrr/arxiv-mcp download_pdfget_paperlist_saved+3 | 6 | 2026-07-28+ | 51/100 | D |
| 49 | dharma_mcp_service samcorl/dharma_mcp_service check_compatibilityget_agent_guidanceget_product_details+5 | 8 | 2026-07-28+ | 51/100 | D |
| 50 | warden-mcp-server run-as-root/warden-mcp-server warden_composerwarden_db_querywarden_init_project+8 | 11 | 2026-07-28+ | 51/100 | D |