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235 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | copilot-memory-mcp LabForgeDev/copilot-memory-mcp create_memorydelete_memorylist_memories+2 | 5 | <=2025-11-25 | 83/100 | A |
| 2 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server |
| 7 |
| <=2025-11-25 |
| 59/100 |
| D |
| 3 | MCP_Dummy-Sales_Data_Generation mohana9985/MCP_Dummy-Sales_Data_Generation create_productscreate_usersdelete_products | 3 | 2026-07-28+ | 59/100 | D |
| 4 | MedCP BaranziniLab/MedCP get_clinical_records_schemaget_knowledge_graph_schemaquery_clinical_records+1 | 4 | <=2025-11-25 | 59/100 | D |
| 5 | Zikkaron amanhij/Zikkaron anchorassess_coveragecheckpoint+18 | 21 | 2026-07-28+ | 59/100 | D |
| 6 | cogniquery BryanTheLai/cogniquery code_interpreterechogenerate_pdf_report+8 | 11 | 2026-07-28+ | 59/100 | D |
| 7 | coral-tpu-mcp marc-shade/coral-tpu-mcp classify_imageclassify_intentembed_text+3 | 6 | 2026-07-28+ | 59/100 | D |
| 8 | dati yimindev/dati execute_sqlget_table_schemalist_tables_and_terms+4 | 7 | 2026-07-28+ | 59/100 | D |
| 9 | db_mcp_server redgreat/db_mcp_server describe_tableexecute_queryexecute_sql+9 | 12 | 2026-07-28+ | 59/100 | D |
| 10 | kdeps kdeps/kdeps embedding_searchembedding_vectorizehttp_request+5 | 8 | 2026-07-28+ | 59/100 | D |
| 11 | mcp-memory-server insomnolence/mcp-memory-server add_documentcleanup_expired_memoriesdeduplicate_memories+26 | 29 | <=2025-11-25 | 59/100 | D |
| 12 | mcp-server yahyafaheem/mcp-server describe_tableget_db_schemaget_sample_rows+1 | 4 | 2026-07-28+ | 59/100 | D |
| 13 | memory-cloud kagura-ai/memory-cloud exploreforgetget_context_info+6 | 9 | 2026-07-28+ | 59/100 | D |
| 14 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 15 | multimodal-agents-course the-ai-merge/multimodal-agents-course ask_question_about_videoget_video_clip_from_imageget_video_clip_from_user_query+1 | 4 | 2026-07-28+ | 59/100 | D |
| 16 | mysql-query-mcp-server devakone/mysql-query-mcp-server environmentsinfoquery | 3 | <=2025-11-25 | 59/100 | D |
| 17 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 18 | pdf-toolbox patriciomartinns/pdf-toolbox configure_pdf_defaultsdescribe_pdf_sectionsread_pdf+1 | 4 | 2026-07-28+ | 59/100 | D |
| 19 | spring-mcp-server-example kjyy08/spring-mcp-server-example changeUserRolecheckUserExistscreateUser+7 | 10 | 2026-07-28+ | 59/100 | D |
| 20 | Air-Quality-Trends-Analysis-Project dyneth02/Air-Quality-Trends-Analysis-Project compare_citiesforecast_cityforecast_multi+1 | 4 | <=2025-11-25 | 58/100 | D |
| 21 | Claude-Innit tstephx/Claude-Innit admin_check_integrityadmin_syncfederated_search+11 | 14 | 2026-07-28+ | 58/100 | D |
| 22 | Discord-MCP-Server IuriGuerreiro/Discord-MCP-Server add_known_guildadd_known_userget_guild_channels_tool+4 | 7 | <=2025-11-25 | 58/100 | D |
| 23 | Search-MCP aratnasamy/Search-MCP list_directoriessearch | 2 | 2026-07-28+ | 58/100 | D |
| 24 | bytepro-mcp-core bytepro-ai/bytepro-mcp-core add_customerdescribe_tablelist_tables+1 | 4 | <=2025-11-25 | 58/100 | D |
| 25 | context-lens cornelcroi/context-lens add_documentlist_documentssearch_documents | 3 | <=2025-11-25 | 58/100 | D |
| 26 | database-mcp-server mradovic95/database-mcp-server close_connectionconnect_databaseconnect_from_config+7 | 10 | <=2025-11-25 | 58/100 | D |
| 27 | db-mcp-server FreePeak/db-mcp-server describeexecuteexplain+14 | 17 | 2026-07-28+ | 58/100 | D |
| 28 | long-term-memory ihwooMil/long-term-memory auto_searchmemory_deletememory_get_related+6 | 9 | <=2025-11-25 | 58/100 | D |
| 29 | mcp-mysql sajithrw/mcp-mysql mysql_connectmysql_describe_tablemysql_disconnect+5 | 8 | 2026-07-28+ | 58/100 | D |
| 30 | mysql-mcp-server duckduck93/mysql-mcp-server describe_tableexecuteexplain+5 | 8 | 2025-06-18+ | 58/100 | D |
| 31 | mysql-mcp-server-sse mangooer/mysql-mcp-server-sse mysql_describe_tablemysql_paginate_resultsmysql_query+9 | 12 | <=2025-11-25 | 58/100 | D |
| 32 | node-chat-mcp marc-shade/node-chat-mcp broadcast_to_clustercheck_for_new_messagesget_cluster_awareness+4 | 7 | <=2025-11-25 | 58/100 | D |
| 33 | sqlx-mcp lihongjie0209/sqlx-mcp execute_readonly_queryexecute_write_queryget_database_info+2 | 5 | <=2025-11-25 | 58/100 | D |
| 34 | turbular raeudigerRaeffi/turbular execute_queryget_schemaget_supported_databases+5 | 8 | 2026-07-28+ | 58/100 | D |
| 35 | widemem-ai remete618/widemem-ai widemem_addwidemem_countwidemem_delete+4 | 7 | <=2025-11-25 | 58/100 | D |
| 36 | wikigen usesalt/wikigen get_docsindex_directoriessearch_docs | 3 | 2026-07-28+ | 58/100 | D |
| 37 | xampp-mcp dony-aep/xampp-mcp db_createdb_exportdb_import+1 | 4 | 2026-07-28+ | 58/100 | D |
| 38 | AI-MCP-Server krs-trc/AI-MCP-Server create_incidentemail_send_mocksearch_incidents+1 | 4 | 2025-06-18+ | 57/100 | D |
| 39 | MCP-TRIVIA Oduo24/MCP-TRIVIA admin_datacalculate_scorecreate_temp_user+10 | 13 | 2026-07-28+ | 57/100 | D |
| 40 | 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 |
| 41 | WebNexus LikhithV02/WebNexus crawl_websiteget_sourcessearch_documents | 3 | 2026-07-28+ | 57/100 | D |
| 42 | archilles kasssandr/archilles compute_annotation_hashdetect_duplicatesexport_bibliography+11 | 14 | <=2025-11-25 | 57/100 | D |
| 43 | augmented-codebase-indexer AperturePlus/augmented-codebase-indexer get_index_statusget_symbol_contextindex_codebase+4 | 7 | 2026-07-28+ | 57/100 | D |
| 44 | claude-total-memory vbcherepanov/claude-total-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 57/100 | D |
| 45 | cortex-xsiam-sdk-mcp-tools ciaran-finnegan/cortex-xsiam-sdk-mcp-tools download_contentfind_classifier_examplesfind_dependencies+16 | 19 | 2026-07-28+ | 57/100 | D |
| 46 | database-mcp-server guyinwonder168/database-mcp-server analyze-data-lineageanalyze-schemaconfigure-profile+17 | 20 | 2026-07-28+ | 57/100 | D |
| 47 | dev-mcp visla-perlin/dev-mcp loki_query | 1 | <=2025-11-25 | 57/100 | D |
| 48 | devdocs-rag-mcp ahardy42/devdocs-rag-mcp collection_statsget_doc_contextingest_docs+2 | 5 | <=2025-11-25 | 57/100 | D |
| 49 | faulkner-db Platano78/faulkner-db add_decisionadd_decision_jsonadd_failure+7 | 10 | <=2025-11-25 | 57/100 | D |
| 50 | long-term-memory-mcp Rotoslider/long-term-memory-mcp backup_memoriesdelete_memoryexport_memories+9 | 12 | <=2025-11-25 | 57/100 | D |