Loading ToolBench
27 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | rhoai-mcp opendatahub-io/rhoai-mcp cluster_summarycreate_s3_data_connectiondelete_data_connection+11 | 14 | 2026-07-28+ | 74/100 | B |
| 2 |
| 5 |
| 2026-07-28+ |
| 68/100 |
| C |
| 3 | streamshub-mcp streamshub/streamshub-mcp assess_kafka_cluster_upgrade_readinessdiagnose_kafka_clusterdiagnose_kafka_cluster_connectivity+7 | 10 | 2026-07-28+ | 68/100 | C |
| 4 | countbean-plugin CPUtester5465/countbean-plugin accountsadd_transactionsawait_device_approval+11 | 14 | 2026-07-28+ | 66/100 | C |
| 5 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 6 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 7 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 8 | mcp-servers michael-trullion/mcp-servers add_widget_to_dashboardcreate_dashboardcreate_query+26 | 29 | 2026-07-28+ | 57/100 | D |
| 9 | AgentQuant nlpquant/AgentQuant code_executortask_registeryh_query_save | 3 | <=2025-11-25 | 52/100 | D |
| 10 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 11 | xlide_mcp WilliamSmithEdward/xlide_mcp xlide_analyzexlide_catalogxlide_create_form+25 | 28 | 2026-07-28+ | 52/100 | D |
| 12 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 13 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 14 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 15 | 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 |
| 16 | mcp-database bearslyricattack/mcp-database create_databasedelete_database_clusterget_database_clusters | 3 | 2026-07-28+ | 50/100 | D |
| 17 | strimzi-mcp-server see-quick/strimzi-mcp-server approve_rebalancecreate_connectorcreate_mirrormaker2+4 | 7 | 2026-07-28+ | 50/100 | D |
| 18 | mcp-server-rhoai-workbenches ada333/mcp-server-rhoai-workbenches CreateCustomImageCreateHardwareProfileCreatePVC+15 | 18 | 2026-07-28+ | 46/100 | F |
| 19 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 20 | kubeflow-mcp abhijeet-dhumal/kubeflow-mcp adapt_training_scriptanalyze_training_failurebuild_runtime_spec+30 | 33 | 2026-07-28+ | 44/100 | F |
| 21 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 22 | meridian meridian-io/meridian AddCatalogToolCreateClusterToolDeleteClusterTool+16 | 19 | 2026-07-28+ | 31/100 | F |
| 23 | gfs Guepard-Corp/gfs checkoutcommitcompute+4 | 7 | 2026-07-28+ | 23/100 | F |
| 24 | k8s-mcp-server surukanti/k8s-mcp-server | 0 | 2026-07-28+ | 17/100 | F |
| 25 | vast-admin-mcp vast-data/vast-admin-mcp create_clonecreate_quotacreate_snapshot+13 | 16 | 2025-06-18+ | 15/100 | F |
| 26 | data-product-hub armalite/data-product-hub analyze_dbt_modelanalyze_dbt_model_with_aianalyze_dbt_model_with_git_context+6 | 9 | 2026-07-28+ | 12/100 | F |
| 27 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |