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168 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 2 |
| mcp-rs n-takatsu/mcp-rs cancel_pending_switchconfigure_switch_policyget_current_active_engine+6 |
| 9 |
| 2026-07-28+ |
| 72/100 |
| B |
| 3 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 4 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 5 | fleetpkg-mcp andrewkroh/fleetpkg-mcp fleetpkg_execute_sql_queryfleetpkg_get_sql_tablesfleetpkg_match_ecs_fields+4 | 7 | 2026-07-28+ | 70/100 | B |
| 6 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 7 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 8 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 9 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 10 | gptadmin_opensource megamen32/gptadmin_opensource access_clientsoperations | 2 | 2026-07-28+ | 66/100 | C |
| 11 | remote-terminal TiM00R/remote-terminal build_script_from_commandscancel_commandcheck_command_status+10 | 13 | <=2025-11-25 | 66/100 | C |
| 12 | ai-agent-orchestrator MentalVibez/ai-agent-orchestrator cancel_runcode_searchdirectory_list+8 | 11 | 2026-07-28+ | 64/100 | C |
| 13 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 14 | mcp-compose phildougherty/mcp-compose server_listserver_logsserver_restart+12 | 15 | <=2025-11-25 | 64/100 | C |
| 15 | kubesearch-mcp-server rust84/kubesearch-mcp-server get_chart_detailslist_chart_sourcessearch_deployments+3 | 6 | 2026-07-28+ | 63/100 | C |
| 16 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 17 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 18 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 19 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 20 | sysknife lacs-project/sysknife query_authorized_keysquery_container_infoquery_containers+26 | 29 | 2026-07-28+ | 62/100 | C |
| 21 | vibe-flow Monkey-D-Luisi/vibe-flow agent.nudgemetrics.refresh | 2 | <=2025-11-25 | 62/100 | C |
| 22 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 23 | TailOpsMCP mdlmarkham/TailOpsMCP get_container_listget_container_logsinspect_container+3 | 6 | 2026-07-28+ | 61/100 | C |
| 24 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 25 | local-agent-viewer maxturazzini/local-agent-viewer get_interaction_detailsget_interactionskb_index+5 | 8 | 2026-07-28+ | 61/100 | C |
| 26 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 27 | forge initializ/forge browser_clickbrowser_extractbrowser_fill+7 | 10 | 2026-07-28+ | 60/100 | C |
| 28 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 29 | mcp-statcan Aryan-Jhaveri/mcp-statcan fetch_vectors_to_databaseget_all_cubes_listget_all_cubes_list_lite+8 | 11 | 2026-07-28+ | 60/100 | C |
| 30 | terraview leonamvasquez/terraview terraview_cacheterraview_diagramterraview_explain+8 | 11 | 2026-07-28+ | 60/100 | C |
| 31 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 32 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 | 59/100 | D |
| 33 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 34 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 35 | prism-insight dragon1086/prism-insight append_insightconvert_timecreate_table+10 | 13 | <=2025-11-25 | 59/100 | D |
| 36 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 37 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 38 | mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 | 31 | <=2025-11-25 | 58/100 | D |
| 39 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 40 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 41 | atlas-vercel-mcp-server iacosta3994/atlas-vercel-mcp-server get_agent_statusopenclaw_executequery_crm+5 | 8 | <=2025-11-25 | 57/100 | D |
| 42 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 43 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 44 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 45 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 46 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 47 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 48 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 49 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 50 | runcept mpecan/runcept activate_environmentadd_processdeactivate_environment+12 | 15 | <=2025-11-25 | 55/100 | D |