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146 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ai-docs-vector-db-hybrid-scraper BjornMelin/ai-docs-vector-db-hybrid-scraper add_documentanalyze_contentclear_cache+15 | 18 | 2025-06-18+ | 49/100 | F |
| 2 | code-buddy |
| 28 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 | 13 | 2026-07-28+ | 49/100 | F |
| 4 | sandbox-mcp Tsuchijo/sandbox-mcp create_container_environmentcreate_file_in_containerexecute_command_in_container+3 | 6 | 2026-07-28+ | 49/100 | F |
| 5 | userful-mcps daltonnyx/userful-mcps check_dockerconvert_formatconvert_to_pdf+5 | 8 | <=2025-11-25 | 49/100 | F |
| 6 | mcp-on-vercel-monad YCrydev/mcp-on-vercel-monad decimal_to_hexdecode_calldatadecode_transaction+9 | 12 | <=2025-11-25 | 48/100 | F |
| 7 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 8 | tmux-claude-mcp-server michael-abdo/tmux-claude-mcp-server enhancedReadenhancedSendexecuteParallel+16 | 19 | <=2025-11-25 | 48/100 | F |
| 9 | HostBridge keyurgolani/HostBridge docker_actiondocker_inspectdocker_list+8 | 11 | <=2025-11-25 | 47/100 | F |
| 10 | 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 |
| 11 | claude-mcp-setup souravs72/claude-mcp-setup add_tasks_to_goalclear_cachecreate_directory+28 | 31 | <=2025-11-25 | 47/100 | F |
| 12 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 13 | deebo-prototype MjrTom/deebo-prototype checkread_deebo_guidestart | 3 | 2026-07-28+ | 47/100 | F |
| 14 | mcp-server-deployer hzhangse-ai-agent/mcp-server-deployer build_all_imagesdeploy_moduledeploy_subproject+2 | 5 | 2026-07-28+ | 47/100 | F |
| 15 | mcp-server-devpod Protobomb/mcp-server-devpod context_listlist_providerslist_workspaces+7 | 10 | 2026-07-28+ | 47/100 | F |
| 16 | mcp_shamash NeoTecDigital/mcp_shamash check_compliancegenerate_remediationmanage_custom_rules+5 | 8 | 2026-07-28+ | 47/100 | F |
| 17 | orbit alinsgit/orbit add_host_elevatedadd_service_to_pathadd_to_path+42 | 45 | 2026-07-28+ | 47/100 | F |
| 18 | symfony-mcp-server klapaudius/symfony-mcp-server code-analyzerhello-world | 2 | 2025-06-18+ | 47/100 | F |
| 19 | AI-Agents-Orchestrator hoangsonww/AI-Agents-Orchestrator agentic_team_configagentic_team_executeagentic_team_health+16 | 19 | 2026-07-28+ | 46/100 | F |
| 20 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 21 | aeamcp openSVM/aeamcp analyzeMcpServerCompatibilityestimateRegistrationFeesgetAgent+15 | 18 | 2025-06-18+ | 46/100 | F |
| 22 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 23 | mcp-hub amani-patrick/mcp-hub detect_breaking_changesscan_config_pathvalidate_response | 3 | 2026-07-28+ | 46/100 | F |
| 24 | mcp-selenium-grid CatchNip/mcp-selenium-grid create_browsersdelete_browsers | 2 | 2026-07-28+ | 46/100 | F |
| 25 | next-mcp chukaofili/next-mcp generate_base_componentsgenerate_dockerfilegenerate_readme+5 | 8 | <=2025-11-25 | 46/100 | F |
| 26 | pipe brownjer3/pipe get_sync_statusget_team_contextlist_platforms+3 | 6 | <=2025-11-25 | 46/100 | F |
| 27 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 28 | claude-code-bridge Sabrealfred/claude-code-bridge agent_postagent_readclaude_code_task+4 | 7 | <=2025-11-25 | 45/100 | F |
| 29 | git-memory-mcp-server nirutyodjai/git-memory-mcp-server get_current_branchget_file_historyget_recent_commits+6 | 9 | 2026-07-28+ | 45/100 | F |
| 30 | mcp-devcontainers AI-QL/mcp-devcontainers devcontainer_cleanupdevcontainer_execdevcontainer_list+3 | 6 | <=2025-11-25 | 45/100 | F |
| 31 | mcp-ecosystem-platform turtir-ai/mcp-ecosystem-platform diagnose_system_issueget_system_healthrestart_mcp_server | 3 | <=2025-11-25 | 45/100 | F |
| 32 | mcp-servers ahmadpx/mcp-servers build_imagecreate_containercreate_network+17 | 20 | 2026-07-28+ | 45/100 | F |
| 33 | npm-project-mcp nmdhrk/npm-project-mcp check-process-statuslist-npm-scriptlist-running-processes+3 | 6 | 2026-07-28+ | 45/100 | F |
| 34 | prolog-mcp-server wendelinism/prolog-mcp-server add_clauseget_clausesquery_prolog+3 | 6 | 2026-07-28+ | 45/100 | F |
| 35 | swarmcode spranab/swarmcode swarm_listenswarm_receiveswarm_register+2 | 5 | 2026-07-28+ | 45/100 | F |
| 36 | GitHub-Agent hwrcome/GitHub-Agent analyze_repo_quality | 1 | <=2025-11-25 | 44/100 | F |
| 37 | mcp-dev-server dillip285/mcp-dev-server call_toolcreate_compose_configcreate_docker_environment+22 | 25 | <=2025-11-25 | 44/100 | F |
| 38 | mcp-server weikio/mcp-server add_profileapply_configget_component_details+9 | 12 | 2026-07-28+ | 44/100 | F |
| 39 | mcp-tools shaharia-lab/mcp-tools bashcatcurl+8 | 11 | <=2025-11-25 | 44/100 | F |
| 40 | revenium-mcp revenium/revenium-mcp alertscustomersmetering+5 | 8 | 2026-07-28+ | 44/100 | F |
| 41 | sunaba wally-an/sunaba env_cleanenv_startenv_status+4 | 7 | <=2025-11-25 | 43/100 | F |
| 42 | Mastery-AI-Apps-Dev paulasilvatech/Mastery-AI-Apps-Dev create_userdelete_userget_order_with_details+6 | 9 | 2026-07-28+ | 42/100 | F |
| 43 | MonkeyUI MonkeyUI-dev/MonkeyUI get_aesthetic_guidanceget_design_system | 2 | 2026-07-28+ | 42/100 | F |
| 44 | ai-api-agent yygqzzk/ai-api-agent analyze_dependenciesgenerate_exampleget_api_detail+4 | 7 | <=2025-11-25 | 42/100 | F |
| 45 | codeseeker jghiringhelli/codeseeker context-optimizerdatabase-schema-analysissemantic-graph | 3 | <=2025-11-25 | 42/100 | F |
| 46 | midnight-local-devnet devrelaicom/midnight-local-devnet check_healthderive_addressfund_account+10 | 13 | <=2025-11-25 | 42/100 | F |
| 47 | ssh-mcp-server mehmet21ozcelik/ssh-mcp-server ssh_execssh_get_configssh_list_allowed+1 | 4 | 2026-07-28+ | 42/100 | F |
| 48 | yandex-tracker-mcp aikts/yandex-tracker-mcp board_getboard_get_allcomment_templates_get_all+35 | 38 | 2026-07-28+ | 42/100 | F |
| 49 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 50 | AI-VIBE-CLI-PYTHON mk-knight23/AI-VIBE-CLI-PYTHON rag_index | 1 | <=2025-11-25 | 41/100 | F |