Loading ToolBench
432 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 101 | helm-unittest-mcp mmpyro/helm-unittest-mcp clean_snapshotsdiff_snapshotget_rendered_debug_output+5 | 8 | 2025-06-18+ | 58/100 | D |
| 102 |
| mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 |
| 31 |
| <=2025-11-25 |
| 58/100 |
| D |
| 103 | mcp-observatory KryptosAI/mcp-observatory check_serverci_reportdiff_runs+10 | 13 | 2026-07-28+ | 58/100 | D |
| 104 | mcp-server serginator/mcp-server github_add_commentgithub_assign_copilotgithub_create_branch+28 | 31 | 2026-07-28+ | 58/100 | D |
| 105 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 106 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 107 | atlas-vercel-mcp-server iacosta3994/atlas-vercel-mcp-server get_agent_statusopenclaw_executequery_crm+5 | 8 | <=2025-11-25 | 57/100 | D |
| 108 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 109 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 110 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 111 | repo-knowledge mcp-tool-shop-org/repo-knowledge add_relationshipadd_repo_notearchive_repo+19 | 22 | 2026-07-28+ | 57/100 | D |
| 112 | smitheryai-mcp-servers-github geobio/smitheryai-mcp-servers-github add_issue_commentcreate_issuecreate_or_update_file+18 | 21 | 2026-07-28+ | 57/100 | D |
| 113 | troubleshoot-mcp-server chris-sanders/troubleshoot-mcp-server grep_filesinitialize_bundlekubectl+3 | 6 | <=2025-11-25 | 57/100 | D |
| 114 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 115 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 116 | enterprise-mcp-framework cogniolab/enterprise-mcp-framework create_issuecreate_pull_requestget_repository_info+5 | 8 | <=2025-11-25 | 56/100 | D |
| 117 | github-mcp Amama-Fatima/github-mcp analyze_github_repository_dependenciesapply_issue_labelscheck_github_repository_health+18 | 21 | 2026-07-28+ | 56/100 | D |
| 118 | infoundry crypticsaiyan/infoundry create_prevaluategenerate_iac+6 | 9 | 2026-07-28+ | 56/100 | D |
| 119 | localmcp andradeandrey/localmcp get_commitsget_contentget_issues+3 | 6 | 2026-07-28+ | 56/100 | D |
| 120 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 121 | mcp-server mennansevim/mcp-server analyze_diffreview_codereview_file+1 | 4 | <=2025-11-25 | 56/100 | D |
| 122 | mcp-server-github-actions ka1ss3r23/mcp-server-github-actions cancel_runget_runget_run_logs+6 | 9 | 2026-07-28+ | 56/100 | D |
| 123 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 124 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 125 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 126 | devswarm justrach/devswarm blast_radiusclose_issueclose_issues_batch+35 | 38 | 2026-07-28+ | 55/100 | D |
| 127 | github-security-mcp badchars/github-security-mcp github_audit_reportgithub_audit_summarygithub_check_action_pinning+36 | 39 | 2026-07-28+ | 55/100 | D |
| 128 | gke-mcp GoogleCloudPlatform/gke-mcp apply_k8s_manifestcancel_operationcheck_k8s_auth+25 | 28 | 2025-06-18+ | 55/100 | D |
| 129 | loopsense jarvisassistantux/loopsense cancel_watchcheck_consequenceslist_watches+6 | 9 | 2026-07-28+ | 55/100 | D |
| 130 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 131 | mcp-git-server arunangshu-podder/mcp-git-server git_addgit_branchgit_checkout+10 | 13 | 2026-07-28+ | 55/100 | D |
| 132 | mcp-openshift-installer-checker Hadar301/mcp-openshift-installer-checker check_feasibilityfetch_repo_contentscan_cluster | 3 | <=2025-11-25 | 55/100 | D |
| 133 | mcp-poc o-ouma/mcp-poc analyze_pipeline_resultscreate_confluence_pagecreate_dockerfile+8 | 11 | 2026-07-28+ | 55/100 | D |
| 134 | n8n-workflow-builder schimmmi/n8n-workflow-builder adapt_templateadd_node_intentanalyze_change_impact+19 | 22 | 2026-07-28+ | 55/100 | D |
| 135 | otel-instrumentation-mcp sgsharma/otel-instrumentation-mcp get_opentelemetry_docs_by_languageget_opentelemetry_examplesget_opentelemetry_examples_by_language+3 | 6 | 2026-07-28+ | 55/100 | D |
| 136 | pinner-mcp safedep/pinner-mcp docker_get_image_versionsdocker_resolve_image_to_digestgithub_get_latest_pinned_version+2 | 5 | <=2025-11-25 | 55/100 | D |
| 137 | runcept mpecan/runcept activate_environmentadd_processdeactivate_environment+12 | 15 | <=2025-11-25 | 55/100 | D |
| 138 | skill-vision-control Jane-xiaoer/skill-vision-control svc_check_updatessvc_download_updatesvc_get_conflicts+6 | 9 | 2026-07-28+ | 55/100 | D |
| 139 | vantage-mcp chronista-club/vantage-mcp create_processget_dashboardget_failed_logs+15 | 18 | <=2025-11-25 | 55/100 | D |
| 140 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 141 | avm-mcp-server stefanstranger/avm-mcp-server list_avm_modulesscrape_avm_module_details | 2 | <=2025-11-25 | 54/100 | D |
| 142 | commitflow asepindrak/commitflow getAllTasksgetContributorsgetInProgressTasks+5 | 8 | 2026-07-28+ | 54/100 | D |
| 143 | detrix flashus/detrix add_locationevaluate_expressionget_call_stack+7 | 10 | <=2025-11-25 | 54/100 | D |
| 144 | github-actions-mcp lailo/github-actions-mcp analyze_workflow_runget_job_timingsget_repositories+2 | 5 | 2026-07-28+ | 54/100 | D |
| 145 | github-mcp-server canburakyol/github-mcp-server create_repositorydelete_repositoryget_authenticated_user+4 | 7 | 2026-07-28+ | 54/100 | D |
| 146 | interject mistakeknot/interject interject_detailinterject_dismissinterject_inbox+7 | 10 | <=2025-11-25 | 54/100 | D |
| 147 | nautobot_mcp kvncampos/nautobot_mcp mcp_nautobot_dynamic_api_requestmcp_nautobot_kb_add_repomcp_nautobot_kb_init_repos+17 | 20 | <=2025-11-25 | 54/100 | D |
| 148 | vibekanban shahriarb/vibekanban add_commentcreate_ticketget_kanban_status+4 | 7 | 2026-07-28+ | 54/100 | D |
| 149 | Agentic_AI sobhan2204/Agentic_AI archive_research_searcharxiv_research_searchcode_executor+7 | 10 | 2026-07-28+ | 53/100 | D |
| 150 | NanoAnalytics callmefredcom/NanoAnalytics activebounce-ratescountries+12 | 15 | 2026-07-28+ | 53/100 | D |