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96 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 |
| 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 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 6 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 7 | pantrydb camille-vanhoffelen/pantrydb addPantryItemlistPantryItemsremovePantryItem | 3 | 2026-07-28+ | 68/100 | C |
| 8 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 9 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 10 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 11 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 12 | rolldev-mcp-server dockergiant/rolldev-mcp-server rolldev_composerrolldev_db_queryrolldev_list_environments+7 | 10 | 2026-07-28+ | 62/100 | C |
| 13 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 14 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 15 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 16 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 17 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 18 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 19 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 20 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 21 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 22 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 23 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 24 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 25 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 26 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 27 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 28 | package-search-mcp spryker-community/package-search-mcp search_spryker_documentationsearch_spryker_package_codesearch_spryker_packages | 3 | <=2025-11-25 | 55/100 | D |
| 29 | Salesforce-Agent-Chatbot-with-MCP-Architecture sybachpunk/Salesforce-Agent-Chatbot-with-MCP-Architecture commit_code_changesget_salesforce_case_detailslog_and_assign_task+7 | 10 | 2026-07-28+ | 54/100 | D |
| 30 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 31 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 32 | prestashop-mcp florinel-chis/prestashop-mcp get_prestashop_docget_prestashop_hooklist_prestashop_docs+3 | 6 | <=2025-11-25 | 54/100 | D |
| 33 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 34 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 35 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 36 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 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 | local-ydb-toolkit astandrik/local-ydb-toolkit local_ydb_add_dynamic_nodeslocal_ydb_apply_schemalocal_ydb_auth_check+17 | 20 | 2026-07-28+ | 51/100 | D |
| 39 | sample-dlc-mcp-server aws-samples/sample-dlc-mcp-server build_custom_dlc_imagecheck_aws_configurationcheck_docker_availability+20 | 23 | <=2025-11-25 | 51/100 | D |
| 40 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 41 | warden-mcp-server run-as-root/warden-mcp-server warden_composerwarden_db_querywarden_init_project+8 | 11 | 2026-07-28+ | 51/100 | D |
| 42 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 43 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 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 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 46 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 47 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 48 | magento-graphql-docs-mcp florinel-chis/magento-graphql-docs-mcp get_documentget_element_detailsget_related_documents+5 | 8 | <=2025-11-25 | 49/100 | F |
| 49 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 50 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |