Loading ToolBench
69 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 | MarkSight Rinava/MarkSight create_skilldocument_metricsdocument_outline+2 | 5 | 2026-07-28+ | 70/100 | B |
| 3 | coding-agent-loop manishiitg/coding-agent-loop capture_contextget_activity_statustrigger_and_auto_notify | 3 | 2026-07-28+ | 67/100 | C |
| 4 | snippets cheolwanpark/snippets search | 1 | 2026-07-28+ | 67/100 | C |
| 5 | socraticode giancarloerra/socraticode codebase_aboutcodebase_contextcodebase_context_index+24 | 27 | <=2025-11-25 | 62/100 | C |
| 6 | PA-major meghnamankotia/PA-major createCalendarEventcreateGoogleDocgenerateMindMap+7 | 10 | <=2025-11-25 | 60/100 | C |
| 7 | albumentations-mcp Ramsi-K/albumentations-mcp augment_imageaugmentation_parseravailable_transforms_examples+15 | 18 | <=2025-11-25 | 60/100 | C |
| 8 | codebase-mcp danyQe/codebase-mcp edit_toolgit_toolindex_tool+5 | 8 | 2026-07-28+ | 60/100 | C |
| 9 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 10 | simple-claude-code-github-agent GabsFranke/simple-claude-code-github-agent find_definitionsfind_referencesget_context+6 | 9 | 2026-07-28+ | 59/100 | D |
| 11 | mobile-device-mcp saranshbamania/mobile-device-mcp analyze_screendouble_tapextract_text+34 | 37 | 2026-07-28+ | 57/100 | D |
| 12 | vue-mcp joelbarmettlerUZH/vue-mcp ecosystem_searchnuxt_api_lookupnuxt_docs_search+11 | 14 | <=2025-11-25 | 57/100 | D |
| 13 | MCP-TEST-Agent Harsha-Kumar-06/MCP-TEST-Agent check_pto_balancecheck_system_statuscreate_support_ticket+12 | 15 | 2026-07-28+ | 56/100 | D |
| 14 | code-summarizer nicobailon/code-summarizer set_configsummarize_directorysummarize_file | 3 | 2026-07-28+ | 56/100 | D |
| 15 | conductor-tasks hridaya423/conductor-tasks add-task-notecreate-taskcreate-task-from-template+18 | 21 | <=2025-11-25 | 56/100 | D |
| 16 | mcp-codebase-index NgoTaiCo/mcp-codebase-index check_indexenhance_promptenhancement_telemetry+6 | 9 | 2026-07-28+ | 56/100 | D |
| 17 | web-eval-agent refreshdotdev/web-eval-agent setup_browser_stateweb_eval_agent | 2 | <=2025-11-25 | 55/100 | D |
| 18 | code-portal-mcp TylerALofall/code-portal-mcp ai_uicreate_desktop_shortcutcreate_project+21 | 24 | <=2025-11-25 | 54/100 | D |
| 19 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 20 | vercel-ai-docs-mcp IvanAmador/vercel-ai-docs-mcp agent-queryclear-memorydirect-query | 3 | 2026-07-28+ | 54/100 | D |
| 21 | code-review-mcp praneybehl/code-review-mcp perform_code_review | 1 | <=2025-11-25 | 53/100 | D |
| 22 | clangaroo jasondk/clangaroo cpp_analyze_call_patternscpp_analyze_functioncpp_analyze_with_ai+16 | 19 | <=2025-11-25 | 52/100 | D |
| 23 | SpectraScout avdhootpatankar/SpectraScout clear_all_opportunitiesclear_chat_historycomplete_task+17 | 20 | <=2025-11-25 | 51/100 | D |
| 24 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 25 | mcp-constraint-monitor fwornle/mcp-constraint-monitor check_constraintsget_constraint_statusget_violation_history+1 | 4 | <=2025-11-25 | 51/100 | D |
| 26 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 27 | first-mcp nvd11/first-mcp get_repo_listgreetmultiply | 3 | <=2025-11-25 | 50/100 | D |
| 28 | Youtube-MCP IA-Programming/Youtube-MCP get-transcriptsearch-transcriptssearch-youtube+1 | 4 | <=2025-11-25 | 47/100 | F |
| 29 | ai_Ml_c_mcp saumya1317/ai_Ml_c_mcp get_commitsget_discussionsget_issues+5 | 8 | 2026-07-28+ | 47/100 | F |
| 30 | apicentric pmaojo/apicentric create_servicedelete_servicegenerate_service_from_prompt+8 | 11 | <=2025-11-25 | 47/100 | F |
| 31 | MY_FIRST_MCP_SERVER karthik-s092003/MY_FIRST_MCP_SERVER addcreate_foldersgenerate_and_write_files+4 | 7 | <=2025-11-25 | 46/100 | F |
| 32 | cosa-sai M-Gonzalo/cosa-sai can_x_be_donehints_for_problemhow_to_do_x+1 | 4 | <=2025-11-25 | 46/100 | F |
| 33 | task-manager-mcp jhawkins11/task-manager-mcp adjust_planget_next_taskmark_task_complete+2 | 5 | <=2025-11-25 | 46/100 | F |
| 34 | excel-master-mcp Lipdog/excel-master-mcp create_workbookprocess_financial_problemread_worksheet+1 | 4 | 2026-07-28+ | 45/100 | F |
| 35 | mcp-llamaIndex atharvabhakane/mcp-llamaIndex addcount_pagescreate_agent_and_extract+8 | 11 | 2026-07-28+ | 45/100 | F |
| 36 | MCP-Agent Darshana275/MCP-Agent actions_security_scangithub_scanrecommend_actions+1 | 4 | 2026-07-28+ | 44/100 | F |
| 37 | MCP-server imshubhamgiri/MCP-server add_two_numberscreate_postenrich-resume-with-ai+13 | 16 | 2026-07-28+ | 44/100 | F |
| 38 | code-walkthrough-mcp tomatitito/code-walkthrough-mcp generate_scriptgenerate_video_from_scriptgenerate_walkthrough+2 | 5 | <=2025-11-25 | 44/100 | F |
| 39 | MCP-server-data-exploration vjk-2k5/MCP-server-data-exploration load_csvrun_script | 2 | <=2025-11-25 | 43/100 | F |
| 40 | context-builder marcoafm26/context-builder create_agent_contextfetch_docsget_project_context+1 | 4 | 2026-07-28+ | 43/100 | F |
| 41 | jarvis-mcp aumsathwara/jarvis-mcp append_pkgconfigure_pkgcreate_pipeline+23 | 26 | 2026-07-28+ | 43/100 | F |
| 42 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 43 | siza Forge-Space/siza formatCodegenerateComponentvalidateCode | 3 | <=2025-11-25 | 41/100 | F |
| 44 | firebase-docs-mcp nohe427/firebase-docs-mcp find-firebase-doc | 1 | 2025-06-18+ | 40/100 | F |
| 45 | deepview-mcp ai-1st/deepview-mcp deepview | 1 | <=2025-11-25 | 38/100 | F |
| 46 | mcp-code-mode hoangnb24/mcp-code-mode echoexecute_coderun_agent | 3 | <=2025-11-25 | 38/100 | F |
| 47 | high-mcp vatsamanoj/high-mcp apply_patchesauto_fix_configblock_provider+17 | 20 | <=2025-11-25 | 37/100 | F |
| 48 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 49 | AgenticLakehouse vinay-ram1999/AgenticLakehouse databricks_mcp_toolsretrieve_docstavily_search | 3 | 2026-07-28+ | 36/100 | F |
| 50 | Forensic-BugHunter Rahul-Dewani/Forensic-BugHunter search_documents | 1 | <=2025-11-25 | 36/100 | F |