Loading ToolBench
31 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 |
| B |
| 2 | veritas project-89/veritas donefetch_signalsget_narrative_context+3 | 6 | <=2025-11-25 | 69/100 | C |
| 3 | coding-agent-loop manishiitg/coding-agent-loop capture_contextget_activity_statustrigger_and_auto_notify | 3 | 2026-07-28+ | 67/100 | C |
| 4 | kf-mcp-servers ShadowWalker2014/kf-mcp-servers cms_activate_versioncms_delete_filecms_discard_draft+14 | 17 | 2026-07-28+ | 63/100 | C |
| 5 | albumentations-mcp Ramsi-K/albumentations-mcp augment_imageaugmentation_parseravailable_transforms_examples+15 | 18 | <=2025-11-25 | 60/100 | C |
| 6 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 7 | openshift-mcp-server hardikvjoshi/openshift-mcp-server ask_llmconnect_clustercreate_namespace+16 | 19 | <=2025-11-25 | 56/100 | D |
| 8 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 9 | cloudforge sagoyanfisic/cloudforge delete_diagramgenerate_diagramgenerate_from_description+3 | 6 | <=2025-11-25 | 52/100 | D |
| 10 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 11 | mcp-constraint-monitor fwornle/mcp-constraint-monitor check_constraintsget_constraint_statusget_violation_history+1 | 4 | <=2025-11-25 | 51/100 | D |
| 12 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 13 | Sicry dublen5269/Sicry sicry_asksicry_check_enginessicry_check_tor+6 | 9 | <=2025-11-25 | 48/100 | F |
| 14 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 15 | apicentric pmaojo/apicentric create_servicedelete_servicegenerate_service_from_prompt+8 | 11 | <=2025-11-25 | 47/100 | F |
| 16 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 17 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 18 | MCP-Agent Darshana275/MCP-Agent actions_security_scangithub_scanrecommend_actions+1 | 4 | 2026-07-28+ | 44/100 | F |
| 19 | kuro-sre-mcp ArcVielLouvent/kuro-sre-mcp execute_approved_rollbacksget_analyzing_ticketssearch_kuro_runbook+1 | 4 | 2026-07-28+ | 44/100 | F |
| 20 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 21 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 22 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 23 | ioBroker.mcp-server Holger-Will/ioBroker.mcp-server anotatecreateScenecreateState+17 | 20 | 2026-07-28+ | 41/100 | F |
| 24 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 25 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 26 | fastmtcp-gemini-csv halovina/fastmtcp-gemini-csv get_csv_data | 1 | 2026-07-28+ | 33/100 | F |
| 27 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 28 | production-ready-backend-builder-multi-agent-with-multi-tool-system- skyline-GTRr32/production-ready-backend-builder-multi-agent-with-multi-tool-system- build_backendcheck_importscreate_file_safely+12 | 15 | <=2025-11-25 | 8/100 | F |
| 29 | fastapi-example-simple-mcp halovina/fastapi-example-simple-mcp analyze_salesget_sales_data | 2 | 2026-07-28+ | 7/100 | F |
| 30 | DataChat Samar-Bons/DataChat auth_health_checkget_current_user_infoget_profile+7 | 10 | 2026-07-28+ | 0/100 | F |
| 31 | PulseMetrics sdave0/PulseMetrics get_latest_failure_analysislist_active_signalssearch_history | 3 | 2026-07-28+ | 0/100 | F |