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117 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | orionbelt-analytics ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 77/100 | B |
| 2 |
| Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 |
| 7 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | DISCORD-MCP MADPANDA3D/DISCORD-MCP analyze_attachmentcheck_configurationcreate_webhook+15 | 18 | 2025-06-18+ | 69/100 | C |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 6 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 7 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 8 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 9 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 10 | tiger-slack timescale/tiger-slack getChannelsgetConversationsInChannelgetConversationsWithUser+4 | 7 | 2026-07-28+ | 63/100 | C |
| 11 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 12 | isip nwalker85/isip get_transcriptlist_recordingsmake_call+1 | 4 | 2026-07-28+ | 61/100 | C |
| 13 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 14 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 15 | reddit-research-mcp king-of-the-grackles/reddit-research-mcp create_feeddelete_feeddiscover_operations+11 | 14 | 2025-06-18+ | 60/100 | C |
| 16 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 17 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 18 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 19 | mcp-server-mariadb-vector DavidRamosSal/mcp-server-mariadb-vector mariadb_create_vector_storemariadb_delete_vector_storemariadb_insert_documents+2 | 5 | 2026-07-28+ | 59/100 | D |
| 20 | VASPilot JiaxuanLiu-Arsko/VASPilot analyze_crystal_structurecreate_crystal_structurejson_approx_search_tool+3 | 6 | 2026-07-28+ | 58/100 | D |
| 21 | mcp_server_client muralianand12345/mcp_server_client describe_tablefind_relationshipsget_foreign_keys+9 | 12 | 2025-06-18+ | 58/100 | D |
| 22 | paper-intelligence Strand-AI/paper-intelligence convert_pdfembed_documentget_header_context+5 | 8 | 2026-07-28+ | 58/100 | D |
| 23 | tecton-mcp tecton-ai/tecton-mcp get_full_tecton_sdk_reference_toolquery_documentation_index_toolquery_example_code_snippet_index_tool+3 | 6 | <=2025-11-25 | 58/100 | D |
| 24 | quant-agents terence-lim/quant-agents Panel_binary_opPanel_coalescePanel_digitize+17 | 20 | <=2025-11-25 | 57/100 | D |
| 25 | callcenter.js-mcp gerkensm/callcenter.js-mcp advanced_callsimple_call | 2 | <=2025-11-25 | 56/100 | D |
| 26 | foundry-apim-mcp-server karpikpl/foundry-apim-mcp-server chatconnectcreate_agent+4 | 7 | 2026-07-28+ | 56/100 | D |
| 27 | social-auto-engine Freespirits/social-auto-engine socialblast_approve_and_publishsocialblast_approve_and_schedulesocialblast_create_draft+8 | 11 | 2026-07-28+ | 56/100 | D |
| 28 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 29 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 30 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ | 55/100 | D |
| 31 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 32 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 33 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 34 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 35 | lina-remote-mcp-server maycowjordny/lina-remote-mcp-server delete_notedelete_postgenerate_note_theme+8 | 11 | 2026-07-28+ | 53/100 | D |
| 36 | speak2me-mcp CodingButter/speak2me-mcp claude_chatlistenprocess_output+12 | 15 | 2026-07-28+ | 53/100 | D |
| 37 | spica-mcp-server Mozan0/spica-mcp-server answer_questionbucket-createbucket-data-create+39 | 42 | 2026-07-28+ | 53/100 | D |
| 38 | exasol-labs-text2sql-mcp-server exasol-labs/exasol-labs-text2sql-mcp-server sql_auditteach_sqltext_to_sql | 3 | <=2025-11-25 | 52/100 | D |
| 39 | hey SamuelGong/hey ask_question_about_audiodownload_papersfunction_risk+15 | 18 | 2026-07-28+ | 52/100 | D |
| 40 | pnda-mcp rodcar/pnda-mcp dataset_detailsdataset_search | 2 | <=2025-11-25 | 52/100 | D |
| 41 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 42 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 43 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 44 | Fabric-SQL-Assistant sulaiman013/Fabric-SQL-Assistant ask_databaseconfigure_databasediscover_schema+3 | 6 | 2026-07-28+ | 50/100 | D |
| 45 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 46 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 47 | simple-notify-mcp pintar-team/simple-notify-mcp notifynotify_photonotify_read+5 | 8 | 2026-07-28+ | 50/100 | D |
| 48 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 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 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |