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273 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 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 4 | MCP_Dummy-Sales_Data_Generation mohana9985/MCP_Dummy-Sales_Data_Generation create_productscreate_usersdelete_products | 3 | 2026-07-28+ | 59/100 | D |
| 5 | MedCP BaranziniLab/MedCP get_clinical_records_schemaget_knowledge_graph_schemaquery_clinical_records+1 | 4 | <=2025-11-25 | 59/100 | D |
| 6 | RIGEL Zerone-Laboratories/RIGEL create_and_execute_programcreate_temp_programcreate_tool+7 | 10 | 2026-07-28+ | 59/100 | D |
| 7 | cogniquery BryanTheLai/cogniquery code_interpreterechogenerate_pdf_report+8 | 11 | 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 | flame-mcp abrahamADSK/flame-mcp execute_pythonget_project_infoget_session_stats+7 | 10 | 2026-07-28+ | 59/100 | D |
| 11 | kdeps kdeps/kdeps embedding_searchembedding_vectorizehttp_request+5 | 8 | 2026-07-28+ | 59/100 | D |
| 12 | mcp-codebase-analyser YevhenHryhorenko/mcp-codebase-analyser analyze_repositoryfind_best_sectionget_code_context+2 | 5 | <=2025-11-25 | 59/100 | D |
| 13 | mcp-memory-server insomnolence/mcp-memory-server add_documentcleanup_expired_memoriesdeduplicate_memories+26 | 29 | <=2025-11-25 | 59/100 | D |
| 14 | mcp-server yahyafaheem/mcp-server describe_tableget_db_schemaget_sample_rows+1 | 4 | 2026-07-28+ | 59/100 | D |
| 15 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 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 | obsidian-rag-mcp danielscholl/obsidian-rag-mcp explore_connected_conclusionsget_conclusion_traceget_note+6 | 9 | <=2025-11-25 | 59/100 | D |
| 18 | spring-mcp-server-example kjyy08/spring-mcp-server-example changeUserRolecheckUserExistscreateUser+7 | 10 | 2026-07-28+ | 59/100 | D |
| 19 | vector-knowledge-base-mcp-server akvo/vector-knowledge-base-mcp-server greetingquery_knowledge_base | 2 | 2026-07-28+ | 59/100 | D |
| 20 | zenn-hackathon-search yh00722/zenn-hackathon-search analyze_tech_stacksget_award_commentsget_leaderboard+11 | 14 | 2026-07-28+ | 59/100 | D |
| 21 | Air-Quality-Trends-Analysis-Project dyneth02/Air-Quality-Trends-Analysis-Project compare_citiesforecast_cityforecast_multi+1 | 4 | <=2025-11-25 | 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 | VASPilot JiaxuanLiu-Arsko/VASPilot analyze_crystal_structurecreate_crystal_structurejson_approx_search_tool+3 | 6 | 2026-07-28+ | 58/100 | D |
| 25 | agentic-workflow-mcp Antarpreet/agentic-workflow-mcp api_fetchappend_fileappend_file_lines+15 | 18 | <=2025-11-25 | 58/100 | D |
| 26 | bytepro-mcp-core bytepro-ai/bytepro-mcp-core add_customerdescribe_tablelist_tables+1 | 4 | <=2025-11-25 | 58/100 | D |
| 27 | claude-context-local tazhate/claude-context-local get_file_chunkget_symbol_graphindex_project+2 | 5 | <=2025-11-25 | 58/100 | D |
| 28 | database-mcp-server mradovic95/database-mcp-server close_connectionconnect_databaseconnect_from_config+7 | 10 | <=2025-11-25 | 58/100 | D |
| 29 | db-mcp-server FreePeak/db-mcp-server describeexecuteexplain+14 | 17 | 2026-07-28+ | 58/100 | D |
| 30 | long-term-memory ihwooMil/long-term-memory auto_searchmemory_deletememory_get_related+6 | 9 | <=2025-11-25 | 58/100 | D |
| 31 | mcp-mysql sajithrw/mcp-mysql mysql_connectmysql_describe_tablemysql_disconnect+5 | 8 | 2026-07-28+ | 58/100 | D |
| 32 | memorious-mcp cedricvidal/memorious-mcp forgetrecallstore | 3 | 2026-07-28+ | 58/100 | D |
| 33 | mysql-mcp-server duckduck93/mysql-mcp-server describe_tableexecuteexplain+5 | 8 | 2025-06-18+ | 58/100 | D |
| 34 | mysql-mcp-server-sse mangooer/mysql-mcp-server-sse mysql_describe_tablemysql_paginate_resultsmysql_query+9 | 12 | <=2025-11-25 | 58/100 | D |
| 35 | paper-intelligence Strand-AI/paper-intelligence convert_pdfembed_documentget_header_context+5 | 8 | 2026-07-28+ | 58/100 | D |
| 36 | roampal-core roampal-ai/roampal-core add_to_memory_bankdelete_memoryrecord_response+3 | 6 | <=2025-11-25 | 58/100 | D |
| 37 | sqlx-mcp lihongjie0209/sqlx-mcp execute_readonly_queryexecute_write_queryget_database_info+2 | 5 | <=2025-11-25 | 58/100 | D |
| 38 | turbular raeudigerRaeffi/turbular execute_queryget_schemaget_supported_databases+5 | 8 | 2026-07-28+ | 58/100 | D |
| 39 | wisdomforge hadv/wisdomforge retrieve_knowledge_contextstore_knowledge | 2 | 2026-07-28+ | 58/100 | D |
| 40 | xampp-mcp dony-aep/xampp-mcp db_createdb_exportdb_import+1 | 4 | 2026-07-28+ | 58/100 | D |
| 41 | AI-MCP-Server krs-trc/AI-MCP-Server create_incidentemail_send_mocksearch_incidents+1 | 4 | 2025-06-18+ | 57/100 | D |
| 42 | AI-Research-Agent-UdaPlay LaurentVeyssier/AI-Research-Agent-UdaPlay evaluate_retrievalretrieve_all_gamesretrieve_game+1 | 4 | 2026-07-28+ | 57/100 | D |
| 43 | MCP-TRIVIA Oduo24/MCP-TRIVIA admin_datacalculate_scorecreate_temp_user+10 | 13 | 2026-07-28+ | 57/100 | D |
| 44 | 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 |
| 45 | Smart_Code_Assistant WeiGuang-2099/Smart_Code_Assistant analyze_code_structureanalyze_impactbuild_code_graph+14 | 17 | <=2025-11-25 | 57/100 | D |
| 46 | arifosmcp ariffazil/arifosmcp arifos_list_resourcesarifos_read_resourcechroma_query+13 | 16 | 2026-07-28+ | 57/100 | D |
| 47 | claude-total-memory vbcherepanov/claude-total-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 57/100 | D |
| 48 | 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 |
| 49 | database-mcp-server guyinwonder168/database-mcp-server analyze-data-lineageanalyze-schemaconfigure-profile+17 | 20 | 2026-07-28+ | 57/100 | D |
| 50 | dev-mcp visla-perlin/dev-mcp loki_query | 1 | <=2025-11-25 | 57/100 | D |