Loading ToolBench
89 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 |
| mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 |
| 9 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | bridge-mcp muchiny/bridge-mcp mcp_call_toolmcp_describe_toolmcp_list_tool_groups+1 | 4 | <=2025-11-25 | 69/100 | C |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | streamshub-mcp streamshub/streamshub-mcp assess_kafka_cluster_upgrade_readinessdiagnose_kafka_clusterdiagnose_kafka_cluster_connectivity+7 | 10 | 2026-07-28+ | 68/100 | C |
| 6 | infrabroker luisgf/infrabroker k8s_applyk8s_deletek8s_get+10 | 13 | 2025-06-18+ | 67/100 | C |
| 7 | OnionClaw christinminor459/OnionClaw analyze_nollmaskcheck_search_engines+14 | 17 | <=2025-11-25 | 61/100 | C |
| 8 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 9 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 10 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 11 | cybersec-toolkit 26zl/cybersec-toolkit audit_serverbuild_guided_plancheck_installed+12 | 15 | 2026-07-28+ | 58/100 | D |
| 12 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 13 | mcp-servers michael-trullion/mcp-servers add_widget_to_dashboardcreate_dashboardcreate_query+26 | 29 | 2026-07-28+ | 57/100 | D |
| 14 | mycop AbdumajidRashidov/mycop check_depsexplain_findinglist_rules+2 | 5 | 2026-07-28+ | 57/100 | D |
| 15 | graphrag-kyc-agent neo4j-product-examples/graphrag-kyc-agent create_memoryfind_customer_ringsfind_customers_in_rings+6 | 9 | <=2025-11-25 | 56/100 | D |
| 16 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 17 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 18 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 19 | Garak-MCP EdenYavin/Garak-MCP get_reportlist_garak_probeslist_model_types+2 | 5 | 2026-07-28+ | 52/100 | D |
| 20 | mycop surd-pollywog583/mycop check_depsexplain_findinglist_rules+2 | 5 | 2026-07-28+ | 52/100 | D |
| 21 | MCP-Server MADARAKZ/MCP-Server opa_apply_policyopa_delete_policyopa_get_violations+3 | 6 | 2026-07-28+ | 51/100 | D |
| 22 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 23 | ollama-agent-cli KishinInfoSec/ollama-agent-cli analyze_risk_levelcopy_filecreate_directory+14 | 17 | 2026-07-28+ | 51/100 | D |
| 24 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 25 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 26 | MCP-Ghidra5 TheStingR/MCP-Ghidra5 ai_model_statusbinary_difffile+10 | 13 | <=2025-11-25 | 50/100 | D |
| 27 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 28 | 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 |
| 29 | mcp-database bearslyricattack/mcp-database create_databasedelete_database_clusterget_database_clusters | 3 | 2026-07-28+ | 50/100 | D |
| 30 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 31 | strimzi-mcp-server see-quick/strimzi-mcp-server approve_rebalancecreate_connectorcreate_mirrormaker2+4 | 7 | 2026-07-28+ | 50/100 | D |
| 32 | aegis-mcp raghulvj01/aegis-mcp aws_check_s3_public_accessaws_list_ec2_instancescicd_pipeline_status+18 | 21 | <=2025-11-25 | 49/100 | F |
| 33 | Sicry dublen5269/Sicry sicry_asksicry_check_enginessicry_check_tor+6 | 9 | <=2025-11-25 | 48/100 | F |
| 34 | kubescape-mcp-server slashben/kubescape-mcp-server list_vulnerabilities_in_manifestlist_vulnerability_manifestslist_vulnerability_matches_for_cve | 3 | 2026-07-28+ | 48/100 | F |
| 35 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 36 | sark apathy-ca/sark invoke_toollist_serverslist_tools+1 | 4 | 2026-07-28+ | 48/100 | F |
| 37 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 38 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 39 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 40 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 41 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 42 | mcp-server-rhoai-workbenches ada333/mcp-server-rhoai-workbenches CreateCustomImageCreateHardwareProfileCreatePVC+15 | 18 | 2026-07-28+ | 46/100 | F |
| 43 | BOFA descambiado/BOFA cancel_runcreate_ai_plancreate_bounty_workspace+12 | 15 | <=2025-11-25 | 45/100 | F |
| 44 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 45 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 46 | kubeflow-mcp abhijeet-dhumal/kubeflow-mcp adapt_training_scriptanalyze_training_failurebuild_runtime_spec+30 | 33 | 2026-07-28+ | 44/100 | F |
| 47 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 48 | brain-ecosystem timmeck/brain-ecosystem brain_benchmark_historybrain_benchmark_runbrain_benchmark_score+15 | 18 | <=2025-11-25 | 43/100 | F |
| 49 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 50 | mcp-server mushkan-k/mcp-server tool_k8s_fetch_deploymentstool_k8s_fetch_pod_logstool_k8s_fetch_pods+10 | 13 | 2026-07-28+ | 43/100 | F |