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102 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 domdomegg/aws-open-data-mcp get_datasetsearch_datasets | 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 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 5 | dbt-llm-agent pragunbhutani/dbt-llm-agent get_model_detailsget_project_summarylist_dbt_models+1 | 4 | <=2025-11-25 | 71/100 | 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 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 8 | openaccountants openaccountants/openaccountants get_skillget_skill_sectionslist_skills+3 | 6 | <=2025-11-25 | 68/100 | C |
| 9 | sapgui.mcp Hochfrequenz/sapgui.mcp browser_clickbrowser_evaluatebrowser_fill+14 | 17 | 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 | countbean-plugin CPUtester5465/countbean-plugin accountsadd_transactionsawait_device_approval+11 | 14 | 2026-07-28+ | 66/100 | C |
| 12 | developers-agent-toolkit Mastercard/developers-agent-toolkit get-api-operation-detailsget-api-operation-listget-documentation+6 | 9 | 2026-07-28+ | 65/100 | C |
| 13 | experimental-ext-variants modelcontextprotocol/experimental-ext-variants add_labeladd_review_commentbalance+23 | 26 | 2026-07-28+ | 64/100 | C |
| 14 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 15 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 16 | lambda-cli Strand-AI/lambda-cli check_availabilitycreate_filesystemdelete_filesystem+5 | 8 | 2026-07-28+ | 63/100 | C |
| 17 | MCP_Server Sakshamtomar2004/MCP_Server add_expensecreate_issueget_repo_info+5 | 8 | <=2025-11-25 | 61/100 | C |
| 18 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 19 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 20 | abap-adt-mcp williansaez/abap-adt-mcp atcApplyQuickfixatcCheckVariantatcCustomizing+16 | 19 | <=2025-11-25 | 60/100 | C |
| 21 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 22 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 23 | AI-Business-Automation-Agent Danish08654/AI-Business-Automation-Agent approve_invoiceflag_for_reviewgenerate_ap_summary+5 | 8 | 2026-07-28+ | 59/100 | D |
| 24 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 25 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 26 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 27 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 28 | NyxDocs nyxn-ai/NyxDocs check_updatesget_documentationget_project_info+5 | 8 | <=2025-11-25 | 57/100 | D |
| 29 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 30 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 31 | MCP-TEST-Agent Harsha-Kumar-06/MCP-TEST-Agent check_pto_balancecheck_system_statuscreate_support_ticket+12 | 15 | 2026-07-28+ | 56/100 | D |
| 32 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 33 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 34 | mx-sdk-dapp-mcp multiversx/mx-sdk-dapp-mcp mx-query-accountmx-sdk-dapp-guide | 2 | <=2025-11-25 | 55/100 | D |
| 35 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 36 | psibot DmacMcgreg/psibot agent_memory_appendagent_memory_listagent_memory_read+10 | 13 | <=2025-11-25 | 55/100 | D |
| 37 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 38 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 39 | saham-mcp baguskto/saham-mcp compare_stocksget_available_stocksget_dataset_info+6 | 9 | <=2025-11-25 | 53/100 | D |
| 40 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 41 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 42 | mcp-data-platform txn2/mcp-data-platform notify | 1 | 2026-07-28+ | 52/100 | D |
| 43 | xlide_mcp WilliamSmithEdward/xlide_mcp xlide_analyzexlide_catalogxlide_create_form+25 | 28 | 2026-07-28+ | 52/100 | D |
| 44 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 45 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 46 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 47 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 48 | klavis Klavis-AI/klavis search_tickets | 1 | 2026-07-28+ | 50/100 | D |
| 49 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 50 | validation-mcp-server judepayne/validation-mcp-server batch_validatebatch_validate_inboxbatch_validate_loan_files+23 | 26 | 2026-07-28+ | 49/100 | F |