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66 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 | ferrumdeck |
| 13 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | mcp-on-vercel-monad YCrydev/mcp-on-vercel-monad decimal_to_hexdecode_calldatadecode_transaction+9 | 12 | <=2025-11-25 | 48/100 | F |
| 4 | tmux-claude-mcp-server michael-abdo/tmux-claude-mcp-server enhancedReadenhancedSendexecuteParallel+16 | 19 | <=2025-11-25 | 48/100 | F |
| 5 | claude-mcp-setup souravs72/claude-mcp-setup add_tasks_to_goalclear_cachecreate_directory+28 | 31 | <=2025-11-25 | 47/100 | F |
| 6 | orbit alinsgit/orbit add_host_elevatedadd_service_to_pathadd_to_path+42 | 45 | 2026-07-28+ | 47/100 | F |
| 7 | symfony-mcp-server klapaudius/symfony-mcp-server code-analyzerhello-world | 2 | 2025-06-18+ | 47/100 | F |
| 8 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 9 | aeamcp openSVM/aeamcp analyzeMcpServerCompatibilityestimateRegistrationFeesgetAgent+15 | 18 | 2025-06-18+ | 46/100 | F |
| 10 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 11 | pipe brownjer3/pipe get_sync_statusget_team_contextlist_platforms+3 | 6 | <=2025-11-25 | 46/100 | F |
| 12 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 13 | git-memory-mcp-server nirutyodjai/git-memory-mcp-server get_current_branchget_file_historyget_recent_commits+6 | 9 | 2026-07-28+ | 45/100 | F |
| 14 | mcp-ecosystem-platform turtir-ai/mcp-ecosystem-platform diagnose_system_issueget_system_healthrestart_mcp_server | 3 | <=2025-11-25 | 45/100 | F |
| 15 | swarmcode spranab/swarmcode swarm_listenswarm_receiveswarm_register+2 | 5 | 2026-07-28+ | 45/100 | F |
| 16 | GitHub-Agent hwrcome/GitHub-Agent analyze_repo_quality | 1 | <=2025-11-25 | 44/100 | F |
| 17 | revenium-mcp revenium/revenium-mcp alertscustomersmetering+5 | 8 | 2026-07-28+ | 44/100 | F |
| 18 | Mastery-AI-Apps-Dev paulasilvatech/Mastery-AI-Apps-Dev create_userdelete_userget_order_with_details+6 | 9 | 2026-07-28+ | 42/100 | F |
| 19 | MonkeyUI MonkeyUI-dev/MonkeyUI get_aesthetic_guidanceget_design_system | 2 | 2026-07-28+ | 42/100 | F |
| 20 | ai-api-agent yygqzzk/ai-api-agent analyze_dependenciesgenerate_exampleget_api_detail+4 | 7 | <=2025-11-25 | 42/100 | F |
| 21 | codeseeker jghiringhelli/codeseeker context-optimizerdatabase-schema-analysissemantic-graph | 3 | <=2025-11-25 | 42/100 | F |
| 22 | yandex-tracker-mcp aikts/yandex-tracker-mcp board_getboard_get_allcomment_templates_get_all+35 | 38 | 2026-07-28+ | 42/100 | F |
| 23 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 24 | AI-VIBE-CLI-PYTHON mk-knight23/AI-VIBE-CLI-PYTHON rag_index | 1 | <=2025-11-25 | 41/100 | F |
| 25 | GraphMemory-IDE elementalcollision/GraphMemory-IDE graph_analyzegraph_queryknowledge_cluster+7 | 10 | 2026-07-28+ | 41/100 | F |
| 26 | colign colign/colign create_acceptance_criteriaget_change_infolist_acceptance_criteria+3 | 6 | 2026-07-28+ | 40/100 | F |
| 27 | portoser nonagenticai/portoser createMCPTooldeleteMCPToolgetMCPTools+1 | 4 | 2026-07-28+ | 40/100 | F |
| 28 | solesonic-llm-api isaacpeel/solesonic-llm-api create_confluence_pageuri-ingest | 2 | 2026-07-28+ | 40/100 | F |
| 29 | agent_fabric nschwermann/agent_fabric dynamic proxy tooldynamic workflow tool | 2 | <=2025-11-25 | 39/100 | F |
| 30 | codeforge freema/codeforge basheditfolder_open+2 | 5 | 2026-07-28+ | 39/100 | F |
| 31 | mcp-spring-ai-learning Teenu24/mcp-spring-ai-learning analyzeRepositorygetCodeContextsearchCode | 3 | 2026-07-28+ | 39/100 | F |
| 32 | mcp-server-manager mfatihp/mcp-server-manager check_listcontrol_mcp_servercreate_mcp_server+2 | 5 | 2026-07-28+ | 38/100 | F |
| 33 | colign invertible-statue269/colign create_acceptance_criteriaget_change_infolist_acceptance_criteria+3 | 6 | 2026-07-28+ | 37/100 | F |
| 34 | high-mcp vatsamanoj/high-mcp apply_patchesauto_fix_configblock_provider+17 | 20 | <=2025-11-25 | 37/100 | F |
| 35 | lyra-web3-playground nirholas/lyra-web3-playground aicompiledeploy+8 | 11 | 2026-07-28+ | 37/100 | F |
| 36 | swagger2mcp tomer1983/swagger2mcp create_userdelete_userget_config+6 | 9 | 2026-07-28+ | 37/100 | F |
| 37 | piper-morgan-product mediajunkie/piper-morgan-product echo | 1 | <=2025-11-25 | 36/100 | F |
| 38 | tf-docs-mcp HappyPathway/tf-docs-mcp addget_server_statusgreet+1 | 4 | <=2025-11-25 | 36/100 | F |
| 39 | jira-issue-mcp-server razvancanuci/jira-issue-mcp-server create_issueget_accessible_resourcesget_projects | 3 | <=2025-11-25 | 35/100 | F |
| 40 | hot hot-dev/hot ::demo/a::demo/b::demo/ping+7 | 10 | 2026-07-28+ | 34/100 | F |
| 41 | phantom-neural-cortex LEEI1337/phantom-neural-cortex commandconnectdisconnect+3 | 6 | 2026-07-28+ | 34/100 | F |
| 42 | SMP offx-zinth/SMP smp/annotatesmp/annotate/bulksmp/audit/get+49 | 52 | <=2025-11-25 | 33/100 | F |
| 43 | lyra-intel nirholas/lyra-intel analyze-codebaseget-complexityget-security-issues+1 | 4 | 2026-07-28+ | 33/100 | F |
| 44 | devex ParthKapoor-dev/devex FetchContent | 1 | 2026-07-28+ | 32/100 | F |
| 45 | Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- Herman940306/Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- ai_integrationarchitecture_analysiscompliance_validation+17 | 20 | 2026-07-28+ | 31/100 | F |
| 46 | mcp-atlassian dotsoffa/mcp-atlassian confluence_add_commentconfluence_create_pageconfluence_get_labels+21 | 24 | <=2025-11-25 | 31/100 | F |
| 47 | openstandardagents blueflyio/openstandardagents | 0 | 2026-07-28+ | 30/100 | F |
| 48 | code-executor-MCP aberemia24/code-executor-MCP | 0 | 2026-07-28+ | 29/100 | F |
| 49 | langchain-playground chrisleekr/langchain-playground fetch_and_analyze_logsgenerate_log_nrql_querygenerate_trace_logs_query+8 | 11 | <=2025-11-25 | 27/100 | F |
| 50 | mcpcan Kymo-MCP/mcpcan | 0 | <=2025-11-25 | 26/100 | F |