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100 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 ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 |
| 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 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 5 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 6 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 7 | scherlok rbmuller/scherlok checkhistoryinvestigate+3 | 6 | 2026-07-28+ | 69/100 | C |
| 8 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 9 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 10 | orionbelt-analytics ralforion/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 66/100 | 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 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 13 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 14 | albumentations-mcp Ramsi-K/albumentations-mcp augment_imageaugmentation_parseravailable_transforms_examples+15 | 18 | <=2025-11-25 | 60/100 | C |
| 15 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 16 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 | 59/100 | D |
| 17 | dati yimindev/dati execute_sqlget_table_schemalist_tables_and_terms+4 | 7 | 2026-07-28+ | 59/100 | D |
| 18 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 19 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 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 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 22 | dev-mcp visla-perlin/dev-mcp loki_query | 1 | <=2025-11-25 | 57/100 | D |
| 23 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 24 | mcp RainLib/mcp ESGetAliasesESGetHealthESGetIndex+22 | 25 | 2026-07-28+ | 57/100 | D |
| 25 | mcp.backyardbrains.com BackyardBrains/mcp.backyardbrains.com metabase_create_cardmetabase_execute_cardmetabase_execute_sql+14 | 17 | <=2025-11-25 | 56/100 | D |
| 26 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 27 | kyomi-connect kyomi-ai/kyomi-connect dry_runexecute_queryexecute_query_stream_arrow+1 | 4 | <=2025-11-25 | 55/100 | D |
| 28 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 29 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 30 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 31 | publisher malloydata/publisher get_contextlist_packagesquery | 3 | 2026-07-28+ | 54/100 | D |
| 32 | orionbelt-semantic-layer ralfbecher/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 53/100 | D |
| 33 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 34 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 35 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 36 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 37 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 38 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 39 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 40 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 41 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 42 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 43 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 44 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 45 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 46 | MCP-nlp2sql TimelesClock/MCP-nlp2sql create_chartdescribe_tablelist_charts+4 | 7 | <=2025-11-25 | 46/100 | F |
| 47 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 48 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 49 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 50 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |