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92 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | datapulse-my r3dz4r/datapulse-my find_anomaliesfind_staleget_data_passport+2 | 5 | 2026-07-28+ | 89/100 | A |
| 2 | aws-open-data-mcp |
| 2 |
| 2025-06-18+ |
| 78/100 |
| B |
| 3 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 4 | rhoai-mcp opendatahub-io/rhoai-mcp cluster_summarycreate_s3_data_connectiondelete_data_connection+11 | 14 | 2026-07-28+ | 74/100 | B |
| 5 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 6 | mcp-server finmap-org/mcp-server analyze_market_overviewanalyze_sector_performanceget_company_profile_us+6 | 9 | <=2025-11-25 | 70/100 | B |
| 7 | openaccountants openaccountants/openaccountants get_skillget_skill_sectionslist_skills+3 | 6 | <=2025-11-25 | 68/100 | C |
| 8 | sapgui.mcp Hochfrequenz/sapgui.mcp browser_clickbrowser_evaluatebrowser_fill+14 | 17 | 2026-07-28+ | 68/100 | C |
| 9 | streamshub-mcp streamshub/streamshub-mcp assess_kafka_cluster_upgrade_readinessdiagnose_kafka_clusterdiagnose_kafka_cluster_connectivity+7 | 10 | 2026-07-28+ | 68/100 | C |
| 10 | aegisgov-sec-mcp AEGISGOVDAO/aegisgov-sec-mcp get_company_profileget_filingsget_financials+1 | 4 | 2026-07-28+ | 67/100 | C |
| 11 | developers-agent-toolkit Mastercard/developers-agent-toolkit get-api-operation-detailsget-api-operation-listget-documentation+6 | 9 | 2026-07-28+ | 65/100 | C |
| 12 | experimental-ext-variants modelcontextprotocol/experimental-ext-variants add_labeladd_review_commentbalance+23 | 26 | 2026-07-28+ | 64/100 | C |
| 13 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 14 | MCP_Server Sakshamtomar2004/MCP_Server add_expensecreate_issueget_repo_info+5 | 8 | <=2025-11-25 | 61/100 | C |
| 15 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 16 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 17 | abap-adt-mcp williansaez/abap-adt-mcp atcApplyQuickfixatcCheckVariantatcCustomizing+16 | 19 | <=2025-11-25 | 60/100 | C |
| 18 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 19 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 20 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 21 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 22 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 23 | NyxDocs nyxn-ai/NyxDocs check_updatesget_documentationget_project_info+5 | 8 | <=2025-11-25 | 57/100 | D |
| 24 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 25 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 26 | mcp-servers michael-trullion/mcp-servers add_widget_to_dashboardcreate_dashboardcreate_query+26 | 29 | 2026-07-28+ | 57/100 | D |
| 27 | MCP-TEST-Agent Harsha-Kumar-06/MCP-TEST-Agent check_pto_balancecheck_system_statuscreate_support_ticket+12 | 15 | 2026-07-28+ | 56/100 | D |
| 28 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 29 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 30 | mx-sdk-dapp-mcp multiversx/mx-sdk-dapp-mcp mx-query-accountmx-sdk-dapp-guide | 2 | <=2025-11-25 | 55/100 | D |
| 31 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 32 | psibot DmacMcgreg/psibot agent_memory_appendagent_memory_listagent_memory_read+10 | 13 | <=2025-11-25 | 55/100 | D |
| 33 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 34 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 35 | saham-mcp baguskto/saham-mcp compare_stocksget_available_stocksget_dataset_info+6 | 9 | <=2025-11-25 | 53/100 | D |
| 36 | AgentQuant nlpquant/AgentQuant code_executortask_registeryh_query_save | 3 | <=2025-11-25 | 52/100 | D |
| 37 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 38 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 39 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 40 | cloud-service-integration-with-MCP shashankk-42/cloud-service-integration-with-MCP create_storage_bucketdeploy_modelfailover_route+8 | 11 | <=2025-11-25 | 50/100 | D |
| 41 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 42 | mcp-database bearslyricattack/mcp-database create_databasedelete_database_clusterget_database_clusters | 3 | 2026-07-28+ | 50/100 | D |
| 43 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 44 | strimzi-mcp-server see-quick/strimzi-mcp-server approve_rebalancecreate_connectorcreate_mirrormaker2+4 | 7 | 2026-07-28+ | 50/100 | D |
| 45 | validation-mcp-server judepayne/validation-mcp-server batch_validatebatch_validate_inboxbatch_validate_loan_files+23 | 26 | 2026-07-28+ | 49/100 | F |
| 46 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 47 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 48 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 49 | mcp-server-rhoai-workbenches ada333/mcp-server-rhoai-workbenches CreateCustomImageCreateHardwareProfileCreatePVC+15 | 18 | 2026-07-28+ | 46/100 | F |
| 50 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |