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123 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | MCP-Server-Docker minopeef/MCP-Server-Docker build_imagecreate_containercreate_network+16 | 19 | <=2025-11-25 | 59/100 | D |
| 2 | claude-code-tool-manager |
| 29 |
| <=2025-11-25 |
| 59/100 |
| D |
| 3 | clov-ai Tonyx79/clov-ai awsbriefcheck+20 | 23 | 2026-07-28+ | 59/100 | D |
| 4 | code-sandbox-mcp timlikesai/code-sandbox-mcp execute_codereset_sessionvalidate_code | 3 | 2026-07-28+ | 59/100 | D |
| 5 | containerized-strands-agents mkmeral/containerized-strands-agents add_issue_commentcreate_issuecreate_pull_request+13 | 16 | <=2025-11-25 | 59/100 | D |
| 6 | plugin-devtools-docker orchestra-mcp/plugin-devtools-docker docker_compose_downdocker_compose_updocker_exec+7 | 10 | 2026-07-28+ | 59/100 | D |
| 7 | sandy jamestelfer/sandy primesandy_checksandy_create_session+3 | 6 | <=2025-11-25 | 59/100 | D |
| 8 | Toolbox AlexanderOllman/Toolbox batch_test_mcp_serverscheck_host_portcleanup_test_containers+24 | 27 | <=2025-11-25 | 58/100 | D |
| 9 | disco Arcane-Fly/disco create_containercreate_fileexecute_command+1 | 4 | <=2025-11-25 | 58/100 | D |
| 10 | mcp-server-docker JohnDroben/mcp-server-docker build_imagecreate_containercreate_network+16 | 19 | 2026-07-28+ | 58/100 | D |
| 11 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 12 | mcp launchframe-dev/mcp architecture_get_overviewauth_get_decorator_usageauth_get_guard_usage+36 | 39 | 2026-07-28+ | 57/100 | D |
| 13 | code-sandbox-mcp Automata-Labs-team/code-sandbox-mcp copy_filecopy_file_from_sandboxcopy_project+4 | 7 | <=2025-11-25 | 56/100 | D |
| 14 | browser-connect-mcp perception30/browser-connect-mcp backend_debugger_attachbackend_logs_streambrowser_connect+10 | 13 | <=2025-11-25 | 55/100 | D |
| 15 | claudevn trueorc/claudevn claudevn_add_issuesclaudevn_add_requirementclaudevn_complete_task+11 | 14 | 2026-07-28+ | 55/100 | D |
| 16 | mcp-server-docker ofershap/mcp-server-docker container_logscontainer_statsexec_command+7 | 10 | 2026-07-28+ | 55/100 | D |
| 17 | AnyIDE keyurgolani/AnyIDE docker_actiondocker_inspectdocker_list+8 | 11 | <=2025-11-25 | 54/100 | D |
| 18 | kind-mcp nauticalmike/kind-mcp get_lb_statuskind_build_node_imagekind_create_cluster+12 | 15 | 2026-07-28+ | 54/100 | D |
| 19 | mig2schema alc6/mig2schema extract_schemavalidate_migrations | 2 | 2026-07-28+ | 54/100 | D |
| 20 | Orbit shihwesley/Orbit orbit_get_stateorbit_sandboxorbit_sidecars+3 | 6 | 2026-07-28+ | 53/100 | D |
| 21 | container-manager-mcp Knuckles-Team/container-manager-mcp cm_image_operationscm_info_operationscm_list_hosts+4 | 7 | <=2025-11-25 | 53/100 | D |
| 22 | mcp-console-automation ooples/mcp-console-automation console_cancel_jobconsole_cleanup_sessionsconsole_clear_output+27 | 30 | <=2025-11-25 | 53/100 | D |
| 23 | secsee ishk9/secsee analyze_projectspin_up_servicestear_down_services+4 | 7 | <=2025-11-25 | 53/100 | D |
| 24 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 25 | heimdall-mcp-server lcbcFoo/heimdall-mcp-server delete_memories_by_tagsdelete_memorymemory_status+3 | 6 | <=2025-11-25 | 52/100 | D |
| 26 | isolator-mcp Ompragash/isolator-mcp execute_code | 1 | 2026-07-28+ | 52/100 | D |
| 27 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 28 | MCP-server Dodosia/MCP-server doctor_scanrepro_generate | 2 | 2025-06-18+ | 51/100 | D |
| 29 | mcp-gateway docker/mcp-gateway | 0 | 2026-07-28+ | 51/100 | D |
| 30 | warden-mcp-server run-as-root/warden-mcp-server warden_composerwarden_db_querywarden_init_project+8 | 11 | 2026-07-28+ | 51/100 | D |
| 31 | Robot-Framework-AI-Agent-Datadriver jg8481/Robot-Framework-AI-Agent-Datadriver send_docker_ai_agent_prompt_messagesend_local_ai_agent_instruction_filesend_local_ai_agent_prompt_message | 3 | 2026-07-28+ | 50/100 | D |
| 32 | markdy-com HoangYell/markdy-com complete_markdy_codeexplain_markdyget_templates+9 | 12 | 2026-07-28+ | 50/100 | D |
| 33 | mcp-await ricardo-hdrn/mcp-await cancel_watchget_watchwait_for_command+6 | 9 | <=2025-11-25 | 50/100 | D |
| 34 | mcp-client-server willccbb/mcp-client-server mcp_test_call_toolmcp_test_deploy_servermcp_test_get_logs+3 | 6 | <=2025-11-25 | 50/100 | D |
| 35 | sunaba chyna-gvng/sunaba env_cleanenv_startenv_status+4 | 7 | <=2025-11-25 | 50/100 | D |
| 36 | code-buddy Abhi-vish/code-buddy analyze_codecopy_filecreate_directory+25 | 28 | 2026-07-28+ | 49/100 | F |
| 37 | sandbox-mcp Tsuchijo/sandbox-mcp create_container_environmentcreate_file_in_containerexecute_command_in_container+3 | 6 | 2026-07-28+ | 49/100 | F |
| 38 | userful-mcps daltonnyx/userful-mcps check_dockerconvert_formatconvert_to_pdf+5 | 8 | <=2025-11-25 | 49/100 | F |
| 39 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 40 | HostBridge keyurgolani/HostBridge docker_actiondocker_inspectdocker_list+8 | 11 | <=2025-11-25 | 47/100 | F |
| 41 | MCP-Servers-for-Full-Stack-Development iamqasimali/MCP-Servers-for-Full-Stack-Development check_portsdocker_composedocker_exec+25 | 28 | 2026-07-28+ | 47/100 | F |
| 42 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 43 | deebo-prototype MjrTom/deebo-prototype checkread_deebo_guidestart | 3 | 2026-07-28+ | 47/100 | F |
| 44 | mcp-server-deployer hzhangse-ai-agent/mcp-server-deployer build_all_imagesdeploy_moduledeploy_subproject+2 | 5 | 2026-07-28+ | 47/100 | F |
| 45 | mcp-server-devpod Protobomb/mcp-server-devpod context_listlist_providerslist_workspaces+7 | 10 | 2026-07-28+ | 47/100 | F |
| 46 | mcp_shamash NeoTecDigital/mcp_shamash check_compliancegenerate_remediationmanage_custom_rules+5 | 8 | 2026-07-28+ | 47/100 | F |
| 47 | AI-Agents-Orchestrator hoangsonww/AI-Agents-Orchestrator agentic_team_configagentic_team_executeagentic_team_health+16 | 19 | 2026-07-28+ | 46/100 | F |
| 48 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 49 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 50 | mcp-hub amani-patrick/mcp-hub detect_breaking_changesscan_config_pathvalidate_response | 3 | 2026-07-28+ | 46/100 | F |