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83 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 | orionbelt-analytics |
| 26 |
| <=2025-11-25 |
| 77/100 |
| B |
| 3 | skysql-mcp skysqlinc/skysql-mcp ask_agentdelete_dblaunch_serverless_db+1 | 4 | <=2025-11-25 | 75/100 | B |
| 4 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 5 | scherlok rbmuller/scherlok checkhistoryinvestigate+3 | 6 | 2026-07-28+ | 69/100 | C |
| 6 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 7 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 8 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 9 | orionbelt-analytics ralforion/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 66/100 | C |
| 10 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 11 | alibabacloud-polardb-mcp-server aliyun/alibabacloud-polardb-mcp-server execute_sqlexecute_sqlimport_knowledge_base+15 | 18 | <=2025-11-25 | 64/100 | C |
| 12 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 13 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 14 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 15 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 16 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 17 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 18 | reddit-research-mcp king-of-the-grackles/reddit-research-mcp create_feeddelete_feeddiscover_operations+11 | 14 | 2025-06-18+ | 60/100 | C |
| 19 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 | 59/100 | D |
| 20 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 21 | dati yimindev/dati execute_sqlget_table_schemalist_tables_and_terms+4 | 7 | 2026-07-28+ | 59/100 | D |
| 22 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 23 | Air-Quality-Trends-Analysis-Project dyneth02/Air-Quality-Trends-Analysis-Project compare_citiesforecast_cityforecast_multi+1 | 4 | <=2025-11-25 | 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 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 26 | paper-intelligence Strand-AI/paper-intelligence convert_pdfembed_documentget_header_context+5 | 8 | 2026-07-28+ | 58/100 | D |
| 27 | dev-mcp visla-perlin/dev-mcp loki_query | 1 | <=2025-11-25 | 57/100 | D |
| 28 | mcp RainLib/mcp ESGetAliasesESGetHealthESGetIndex+22 | 25 | 2026-07-28+ | 57/100 | D |
| 29 | quant-agents terence-lim/quant-agents Panel_binary_opPanel_coalescePanel_digitize+17 | 20 | <=2025-11-25 | 57/100 | D |
| 30 | mcp.backyardbrains.com BackyardBrains/mcp.backyardbrains.com metabase_create_cardmetabase_execute_cardmetabase_execute_sql+14 | 17 | <=2025-11-25 | 56/100 | D |
| 31 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 32 | kyomi-connect kyomi-ai/kyomi-connect dry_runexecute_queryexecute_query_stream_arrow+1 | 4 | <=2025-11-25 | 55/100 | D |
| 33 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ | 55/100 | D |
| 34 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 35 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 36 | publisher malloydata/publisher get_contextlist_packagesquery | 3 | 2026-07-28+ | 54/100 | D |
| 37 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 38 | orionbelt-semantic-layer ralfbecher/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 53/100 | D |
| 39 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 40 | exasol-labs-text2sql-mcp-server exasol-labs/exasol-labs-text2sql-mcp-server sql_auditteach_sqltext_to_sql | 3 | <=2025-11-25 | 52/100 | D |
| 41 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 42 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 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 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 45 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 46 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 47 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 48 | MCP-nlp2sql TimelesClock/MCP-nlp2sql create_chartdescribe_tablelist_charts+4 | 7 | <=2025-11-25 | 46/100 | F |
| 49 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 50 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |