{ "meta": { "title": "AEO Readiness Ranking Q2 2026", "subtitle": "SaaS/API AEO Readiness Ranking — AIエージェント対応力格付け", "publisher": "KanseiLink by Synapse Arrows PTE. 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"rank": 76, "service_id": "redmine", "name": "Redmine", "category": "project_management", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 77, "service_id": "eight", "name": "Eight", "category": "crm", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 78, "service_id": "plaud", "name": "PLAUD Note", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 79, "service_id": "wrike", "name": "Wrike", "category": "project_management", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 80, "service_id": "dropbox-business", "name": "Dropbox Business", "category": "storage", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 81, "service_id": "aws-lambda", "name": "AWS (Lambda / DynamoDB / RDS)", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 82, "service_id": "google-meet", "name": "Google Meet", "category": "communication", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 83, "service_id": "ramp", "name": "Ramp", "category": "accounting", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 84, "service_id": "gusto", "name": "Gusto", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 85, "service_id": "rippling", "name": "Rippling", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 86, "service_id": "playwright-mcp", "name": "Playwright MCP", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 87, "service_id": "framer", "name": "Framer", "category": "design", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 88, "service_id": "tally", "name": "Tally", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 89, "service_id": "kansei-link", "name": "KanseiLink MCP", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 90, "service_id": "linksee-memory", "name": "Linksee Memory", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 91, "service_id": "smarthr", "name": "SmartHR", "category": "hr", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 12, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 102, "change_indicator": "new" }, { "rank": 92, "service_id": "openai-api", "name": "OpenAI API", "category": "ai_ml", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 8, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 93, "service_id": "discord", "name": "Discord", "category": "communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 6, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 94, "service_id": "kingoftime", "name": "KING OF TIME", "category": "hr", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 39, "change_indicator": "new" }, { "rank": 95, "service_id": "cloudsign", "name": "CloudSign (クラウドサイン)", "category": "legal", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 83, "change_indicator": "new" }, { "rank": 96, "service_id": "lineworks", "name": "LINE WORKS", "category": "communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 97, "service_id": "airtable", "name": "Airtable", "category": "productivity", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 98, "service_id": "resend", "name": "Resend", "category": "marketing", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 99, "service_id": "groq", "name": "Groq", "category": "ai_ml", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 100, "service_id": "stripe-jp", "name": "Stripe Japan", "category": "accounting", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 36, "change_indicator": "new" } ], "category_rankings": { "food_beverage": { "summary": { "category": "food_beverage", "avg_score": 0.7, "top_service": "Sake Navi MCP", "top_grade": "A", "service_count": 1, "verified_count": 0 }, "rankings": [ { "rank": 70, "service_id": "sake-navi", "name": "Sake Navi MCP", "category": "food_beverage", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" } ] }, "finance": { "summary": { "category": "finance", "avg_score": 0.7, "top_service": "Card Navi MCP", "top_grade": "A", "service_count": 1, "verified_count": 0 }, "rankings": [ { "rank": 71, "service_id": "card-navi", "name": "Card Navi MCP", "category": "finance", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" } ] }, "legal": { "summary": { "category": "legal", "avg_score": 0.62, "top_service": "DocuSign Japan", "top_grade": "A", "service_count": 5, "verified_count": 0 }, "rankings": [ { "rank": 39, "service_id": "docusign-jp", "name": "DocuSign Japan", "category": "legal", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 59, "service_id": "freee-sign", "name": "freeeサイン", "category": "legal", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 7, "change_indicator": "new" }, { "rank": 95, "service_id": "cloudsign", "name": "CloudSign (クラウドサイン)", "category": "legal", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 83, "change_indicator": "new" }, { "rank": 124, "service_id": "gmosign", "name": "GMO Sign (GMOサイン)", "category": "legal", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 2065, "service_id": "legalon", "name": "LegalOn Cloud (LegalForce)", "category": "legal", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" } ] }, "automation": { "summary": { "category": "automation", "avg_score": 0.6, "top_service": "Make (Integromat)", "top_grade": "BBB", "service_count": 1, "verified_count": 0 }, "rankings": [ { "rank": 109, "service_id": "make-integromat", "name": "Make (Integromat)", "category": "automation", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "ai-ml": { "summary": { "category": "ai-ml", "avg_score": 0.6, "top_service": "Otter.ai", "top_grade": "BBB", "service_count": 1, "verified_count": 0 }, "rankings": [ { "rank": 147, "service_id": "otter", "name": "Otter.ai", "category": "ai-ml", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" } ] }, "IoT & Hardware": { "summary": { "category": "IoT & Hardware", "avg_score": 0.6, "top_service": "Rulego (Community)", "top_grade": "BBB", "service_count": 5, "verified_count": 0 }, "rankings": [ { "rank": 172, "service_id": "rulego-rulego", "name": "Rulego (Community)", "category": "IoT & Hardware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 183, "service_id": "xinnan-tech-xiaozhi-esp32-server", "name": "Xiaozhi Esp32 Server (Community)", "category": "IoT & Hardware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 327, "service_id": "drhelius-gearlynx", "name": "Gearlynx", "category": "IoT & Hardware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 341, "service_id": "drhelius-gearsystem", "name": "Gearsystem", "category": "IoT & Hardware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 353, "service_id": "jfarcand-mirroir-mcp", "name": "mirroir-mcp", "category": "IoT & Hardware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "DeFi & Web3": { "summary": { "category": "DeFi & Web3", "avg_score": 0.6, "top_service": "Studio (Community)", "top_grade": "BBB", "service_count": 43, "verified_count": 0 }, "rankings": [ { "rank": 209, "service_id": "decocms-studio", "name": "Studio (Community)", "category": "DeFi & Web3", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 222, "service_id": "debridge-finance-debridge-mcp", "name": "Debridge (Community)", "category": "DeFi & Web3", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 258, "service_id": "juyterman1000-entroly", "name": "Entroly (Community)", "category": "DeFi & Web3", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 307, "service_id": "claudioemmanuel-squeez", "name": "squeez", "category": "DeFi & Web3", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 320, "service_id": "yvgude-lean-ctx", "name": "lean-ctx", "category": "DeFi & Web3", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "File Storage": { "summary": { "category": "File Storage", "avg_score": 0.6, "top_service": "Node Sdk (Community)", "top_grade": "BBB", "service_count": 8, "verified_count": 0 }, "rankings": [ { "rank": 225, "service_id": "transloadit-node-sdk", "name": "Node Sdk (Community)", "category": "File Storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 350, "service_id": "aws-backup", "name": "AWS Backup", "category": "File Storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 451, "service_id": "sirkirby-unifi-mcp", "name": "unifi-mcp", "category": "File Storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 588, "service_id": "thhanke-ontosphere", "name": "ontosphere", "category": "File Storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 770, "service_id": "huangjunsen0406-py-xiaozhi", "name": "py-xiaozhi", "category": "File Storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Project Management": { "summary": { "category": "Project Management", "avg_score": 0.6, "top_service": "better-notion-mcp", "top_grade": "BBB", "service_count": 9, "verified_count": 0 }, "rankings": [ { "rank": 302, "service_id": "n24q02m-better-notion-mcp", "name": "better-notion-mcp", "category": "Project Management", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 325, "service_id": "willehrendreich-sagefs", "name": "SageFs", "category": "Project Management", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 710, "service_id": "wangdiandao-godot-devtool", "name": "godot-devtool", "category": "Project Management", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 728, "service_id": "mcparmory-registry", "name": "registry", "category": "Project Management", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 795, "service_id": "suekou-mcp-notion-server", "name": "mcp-notion-server", "category": "Project Management", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "AI & LLM": { "summary": { "category": "AI & LLM", "avg_score": 0.59, "top_service": "bear-notes-mcp", "top_grade": "BBB", "service_count": 420, "verified_count": 0 }, "rankings": [ { "rank": 167, "service_id": "vasylenko-bear-notes-mcp", "name": "bear-notes-mcp", "category": "AI & LLM", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 171, "service_id": "chunkhound-chunkhound", "name": "chunkhound", "category": "AI & LLM", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 174, "service_id": "wanshuiyin-auto-claude-code-research-in-sleep", "name": "Auto Claude Code Research In Sleep (Community)", "category": "AI & LLM", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 175, "service_id": "jnmetacode-agency-orchestrator", "name": "agency-orchestrator", "category": "AI & LLM", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 176, "service_id": "goldentrii-agentrecall", "name": "AgentRecall", "category": "AI & LLM", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Communication": { "summary": { "category": "Communication", "avg_score": 0.59, "top_service": "Marmot (Community)", "top_grade": "BBB", "service_count": 40, "verified_count": 0 }, "rankings": [ { "rank": 170, "service_id": "marmotdata-marmot", "name": "Marmot (Community)", "category": "Communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 247, "service_id": "taylorwilsdon-google-workspace-mcp", "name": "Google Workspace Mcp (Community)", "category": "Communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 266, "service_id": "lemonade-sdk-lemonade", "name": "Lemonade (Community)", "category": "Communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 330, "service_id": "levnikolaevich-claude-code-skills", "name": "claude-code-skills", "category": "Communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 373, "service_id": "ivanmurzak-unity-mcp", "name": "Unity-MCP", "category": "Communication", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Search & Discovery": { "summary": { "category": "Search & Discovery", "avg_score": 0.59, "top_service": "Naver Search (Community)", "top_grade": "BBB", "service_count": 20, "verified_count": 0 }, "rankings": [ { "rank": 238, "service_id": "isnow890-naver-search-mcp", "name": "Naver Search (Community)", "category": "Search & Discovery", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 254, "service_id": "erikdarlingdata-performancestudio", "name": "PerformanceStudio (Community)", "category": "Search & Discovery", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 277, "service_id": "cyanheads-pubmed-mcp-server", "name": "Pubmed (Community)", "category": "Search & Discovery", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 289, "service_id": "apify-apify-mcp-server", "name": "Apify (Community)", "category": "Search & Discovery", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 356, "service_id": "exa-labs-exa-mcp-server", "name": "exa-mcp-server", "category": "Search & Discovery", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Security": { "summary": { "category": "Security", "avg_score": 0.59, "top_service": "sonarqube-mcp-server", "top_grade": "BBB", "service_count": 15, "verified_count": 0 }, "rankings": [ { "rank": 311, "service_id": "sonarsource-sonarqube-mcp-server", "name": "sonarqube-mcp-server", "category": "Security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 319, "service_id": "microsoft-mcp-for-beginners", "name": "mcp-for-beginners", "category": "Security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 323, "service_id": "martin-ger-esp32-nat-router", "name": "esp32_nat_router", "category": "Security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 362, "service_id": "acuvity-minibridge", "name": "minibridge", "category": "Security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 416, "service_id": "commonhuman-lab-nyxstrike", "name": "nyxstrike", "category": "Security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Design": { "summary": { "category": "Design", "avg_score": 0.59, "top_service": "openecon-data", "top_grade": "BBB", "service_count": 8, "verified_count": 0 }, "rankings": [ { "rank": 438, "service_id": "hanlulong-openecon-data", "name": "openecon-data", "category": "Design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 512, "service_id": "tinystruct-tinystruct", "name": "tinystruct", "category": "Design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 607, "service_id": "erwinkramer-bank-api", "name": "bank-api", "category": "Design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 614, "service_id": "grab-cursor-talk-to-figma-mcp", "name": "cursor-talk-to-figma-mcp", "category": "Design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 669, "service_id": "atmosphere-atmosphere", "name": "atmosphere", "category": "Design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Other": { "summary": { "category": "Other", "avg_score": 0.58, "top_service": "N8n (Community)", "top_grade": "BBB", "service_count": 123, "verified_count": 0 }, "rankings": [ { "rank": 168, "service_id": "n8n-io-n8n", "name": "N8n (Community)", "category": "Other", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 179, "service_id": "google-gemini-gemini-cli", "name": "gemini-cli", "category": "Other", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 182, "service_id": "signoz-signoz-mcp-server", "name": "Signoz (Community)", "category": "Other", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 198, "service_id": "akutishevsky-lunchmoney-mcp", "name": "Lunchmoney (Community)", "category": "Other", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 207, "service_id": "ricardoquesada-regenerator2000", "name": "Regenerator2000 (Community)", "category": "Other", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Media & Content": { "summary": { "category": "Media & Content", "avg_score": 0.58, "top_service": "MiniMax (Community)", "top_grade": "BBB", "service_count": 20, "verified_count": 0 }, "rankings": [ { "rank": 169, "service_id": "minimax-ai-minimax-mcp", "name": "MiniMax (Community)", "category": "Media & Content", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 185, "service_id": "anil-matcha-happyhorse-1-0-api", "name": "HappyHorse 1.0 API (Community)", "category": "Media & Content", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 234, "service_id": "aidc-ai-pixelle-mcp", "name": "Pixelle (Community)", "category": "Media & Content", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 237, "service_id": "hamflx-imagen3-mcp", "name": "Imagen3 (Community)", "category": "Media & Content", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 244, "service_id": "luniakunal-mcp-twitter", "name": "Twitter (Community)", "category": "Media & Content", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "hr": { "summary": { "category": "hr", "avg_score": 0.57, "top_service": "freee人事労務", "top_grade": "AA", "service_count": 37, "verified_count": 4 }, "rankings": [ { "rank": 18, "service_id": "freee-hr", "name": "freee人事労務", "category": "hr", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 47, "service_id": "bamboohr", "name": "BambooHR", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 48, "service_id": "deel", "name": "Deel", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 49, "service_id": "greenhouse", "name": "Greenhouse", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 73, "service_id": "teamspirit", "name": "TeamSpirit", "category": "hr", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "Developer Tools": { "summary": { "category": "Developer Tools", "avg_score": 0.57, "top_service": "UnrealMotionGraphicsMCP", "top_grade": "BBB", "service_count": 109, "verified_count": 0 }, "rankings": [ { "rank": 173, "service_id": "winyunq-unrealmotiongraphicsmcp", "name": "UnrealMotionGraphicsMCP", "category": "Developer Tools", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 190, "service_id": "aliyun-alibabacloud-dms-mcp-server", "name": "Alibabacloud Dms (Community)", "category": "Developer Tools", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 192, "service_id": "devantler-tech-ksail", "name": "Ksail (Community)", "category": "Developer Tools", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 194, "service_id": "thelunarcompany-lunar", "name": "Lunar (Community)", "category": "Developer Tools", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 202, "service_id": "azure-mcp-kubernetes", "name": "Kubernetes (Community)", "category": "Developer Tools", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Data & Analytics": { "summary": { "category": "Data & Analytics", "avg_score": 0.57, "top_service": "OpenMetadata (Community)", "top_grade": "BBB", "service_count": 46, "verified_count": 0 }, "rankings": [ { "rank": 177, "service_id": "open-metadata-openmetadata", "name": "OpenMetadata (Community)", "category": "Data & Analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 212, "service_id": "orneryd-nornicdb", "name": "NornicDB (Community)", "category": "Data & Analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 217, "service_id": "codelogicincengineering-codelogic-mcp-server", "name": "Codelogic (Community)", "category": "Data & Analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 236, "service_id": "kdqed-zaturn", "name": "Zaturn (Community)", "category": "Data & Analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 267, "service_id": "dbt-labs-dbt-mcp", "name": "Dbt (Community)", "category": "Data & Analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Location & Travel": { "summary": { "category": "Location & Travel", "avg_score": 0.57, "top_service": "Airbnb (Community)", "top_grade": "BBB", "service_count": 3, "verified_count": 0 }, "rankings": [ { "rank": 229, "service_id": "openbnb-org-mcp-server-airbnb", "name": "Airbnb (Community)", "category": "Location & Travel", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 855, "service_id": "limecloud-lime", "name": "lime", "category": "Location & Travel", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 9170, "service_id": "zymazza-mazzap", "name": "mazzap", "category": "Location & Travel", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "crm": { "summary": { "category": "crm", "avg_score": 0.56, "top_service": "HubSpot Japan MCP", "top_grade": "AA", "service_count": 25, "verified_count": 10 }, "rankings": [ { "rank": 13, "service_id": "hubspot-jp", "name": "HubSpot Japan MCP", "category": "crm", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 6, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 29, "service_id": "salesforce-jp", "name": "Salesforce Japan", "category": "crm", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 11, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 49, "change_indicator": "new" }, { "rank": 77, "service_id": "eight", "name": "Eight", "category": "crm", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 112, "service_id": "sansan", "name": "Sansan MCP", "category": "crm", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 38, "change_indicator": "new" }, { "rank": 137, "service_id": "pipedrive", "name": "Pipedrive", "category": "crm", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "Knowledge & Docs": { "summary": { "category": "Knowledge & Docs", "avg_score": 0.56, "top_service": "Anytype (Community)", "top_grade": "BBB", "service_count": 16, "verified_count": 0 }, "rankings": [ { "rank": 296, "service_id": "anyproto-anytype-mcp", "name": "Anytype (Community)", "category": "Knowledge & Docs", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 367, "service_id": "swarmclawai-swarmvault", "name": "swarmvault", "category": "Knowledge & Docs", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 467, "service_id": "jacksteamdev-obsidian-mcp-tools", "name": "obsidian-mcp-tools", "category": "Knowledge & Docs", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 491, "service_id": "lucasastorian-llmwiki", "name": "llmwiki", "category": "Knowledge & Docs", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 575, "service_id": "beever-ai-beever-atlas", "name": "beever-atlas", "category": "Knowledge & Docs", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "Commerce": { "summary": { "category": "Commerce", "avg_score": 0.55, "top_service": "ebay-mcp", "top_grade": "BBB", "service_count": 2, "verified_count": 0 }, "rankings": [ { "rank": 403, "service_id": "yosefhayim-ebay-mcp", "name": "ebay-mcp", "category": "Commerce", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 9163, "service_id": "dhapat3927-mcp-edd-analytics-vantage", "name": "mcp-edd-analytics-vantage", "category": "Commerce", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "Finance & Accounting": { "summary": { "category": "Finance & Accounting", "avg_score": 0.55, "top_service": "thoughtbox", "top_grade": "BBB", "service_count": 2, "verified_count": 0 }, "rankings": [ { "rank": 477, "service_id": "kastalien-research-thoughtbox", "name": "thoughtbox", "category": "Finance & Accounting", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 9162, "service_id": "adamzhang1987-kingdee-k3cloud-mcp", "name": "kingdee-k3cloud-mcp", "category": "Finance & Accounting", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "accounting": { "summary": { "category": "accounting", "avg_score": 0.54, "top_service": "freee MCP", "top_grade": "AA", "service_count": 61, "verified_count": 4 }, "rankings": [ { "rank": 9, "service_id": "freee", "name": "freee MCP", "category": "accounting", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 19, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 218, "change_indicator": "new" }, { "rank": 16, "service_id": "moneyforward", "name": "Money Forward Cloud MCP", "category": "accounting", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 42, "change_indicator": "new" }, { "rank": 65, "service_id": "freshbooks", "name": "FreshBooks", "category": "accounting", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 66, "service_id": "brex", "name": "Brex", "category": "accounting", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 67, "service_id": "mercury", "name": "Mercury", "category": "accounting", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "marketing": { "summary": { "category": "marketing", "avg_score": 0.52, "top_service": "ActiveCampaign", "top_grade": "A", "service_count": 198, "verified_count": 31 }, "rankings": [ { "rank": 36, "service_id": "activecampaign", "name": "ActiveCampaign", "category": "marketing", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 37, "service_id": "twitter-api", "name": "X (Twitter) API", "category": "marketing", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 40, "service_id": "sendgrid", "name": "SendGrid", "category": "marketing", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 16, "change_indicator": "new" }, { "rank": 46, "service_id": "brevo", "name": "Brevo (Sendinblue)", "category": "marketing", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 52, "service_id": "youtube-api", "name": "YouTube API", "category": "marketing", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "communication": { "summary": { "category": "communication", "avg_score": 0.51, "top_service": "Slack MCP", "top_grade": "AA", "service_count": 341, "verified_count": 65 }, "rankings": [ { "rank": 5, "service_id": "slack", "name": "Slack MCP", "category": "communication", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 91, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 182, "change_indicator": "new" }, { "rank": 10, "service_id": "chatwork", "name": "Chatwork MCP", "category": "communication", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 16, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 123, "change_indicator": "new" }, { "rank": 17, "service_id": "line-messaging", "name": "LINE Messaging MCP", "category": "communication", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 23, "service_id": "teams", "name": "Microsoft Teams MCP", "category": "communication", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 43, "service_id": "twilio", "name": "Twilio", "category": "communication", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "ecommerce": { "summary": { "category": "ecommerce", "avg_score": 0.51, "top_service": "Shopify Japan MCP", "top_grade": "AA", "service_count": 180, "verified_count": 24 }, "rankings": [ { "rank": 14, "service_id": "shopify-jp", "name": "Shopify Japan MCP", "category": "ecommerce", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 6, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 58, "change_indicator": "new" }, { "rank": 53, "service_id": "bigcommerce", "name": "BigCommerce", "category": "ecommerce", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 113, "service_id": "base-ec", "name": "BASE", "category": "ecommerce", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 117, "service_id": "shopify-global", "name": "Shopify", "category": "ecommerce", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 153, "service_id": "rakuten", "name": "Rakuten Ichiba (楽天市場)", "category": "ecommerce", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "ai_ml": { "summary": { "category": "ai_ml", "avg_score": 0.51, "top_service": "ElevenLabs", "top_grade": "AA", "service_count": 528, "verified_count": 178 }, "rankings": [ { "rank": 22, "service_id": "elevenlabs", "name": "ElevenLabs", "category": "ai_ml", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 28, "service_id": "langfuse", "name": "Langfuse", "category": "ai_ml", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 34, "service_id": "pinecone", "name": "Pinecone", "category": "ai_ml", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 60, "service_id": "huggingface", "name": "Hugging Face", "category": "ai_ml", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 92, "service_id": "openai-api", "name": "OpenAI API", "category": "ai_ml", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 8, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "bi_analytics": { "summary": { "category": "bi_analytics", "avg_score": 0.51, "top_service": "BigQuery", "top_grade": "A", "service_count": 149, "verified_count": 21 }, "rankings": [ { "rank": 33, "service_id": "bigquery", "name": "BigQuery", "category": "bi_analytics", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 140, "service_id": "mixpanel", "name": "Mixpanel", "category": "bi_analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 141, "service_id": "amplitude", "name": "Amplitude", "category": "bi_analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 146, "service_id": "databricks", "name": "Databricks", "category": "bi_analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 1060, "service_id": "br-com-nvoip-mcp-server", "name": "Nvoip MCP Server", "category": "bi_analytics", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "storage": { "summary": { "category": "storage", "avg_score": 0.51, "top_service": "Dropbox Business", "top_grade": "A", "service_count": 68, "verified_count": 8 }, "rankings": [ { "rank": 80, "service_id": "dropbox-business", "name": "Dropbox Business", "category": "storage", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 101, "service_id": "box-jp", "name": "Box Japan", "category": "storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 12, "change_indicator": "new" }, { "rank": 102, "service_id": "google-drive", "name": "Google Drive", "category": "storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 971, "service_id": "ai-mcpanalytics-analytics", "name": "analytics", "category": "storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" }, { "rank": 989, "service_id": "ai-slideless-mcp", "name": "Slideless", "category": "storage", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "database": { "summary": { "category": "database", "avg_score": 0.5, "top_service": "Qdrant", "top_grade": "AAA", "service_count": 116, "verified_count": 15 }, "rankings": [ { "rank": 1, "service_id": "qdrant", "name": "Qdrant", "category": "database", "aeo_score": 0.9, "grade": "AAA", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 20, "service_id": "postgresql-mcp", "name": "PostgreSQL MCP", "category": "database", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 9, "change_indicator": "new" }, { "rank": 27, "service_id": "chroma", "name": "Chroma", "category": "database", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 35, "service_id": "neon-db", "name": "Neon", "category": "database", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 45, "service_id": "supabase", "name": "Supabase", "category": "database", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "data_integration": { "summary": { "category": "data_integration", "avg_score": 0.5, "top_service": "Brave Search", "top_grade": "AAA", "service_count": 423, "verified_count": 92 }, "rankings": [ { "rank": 3, "service_id": "brave-search", "name": "Brave Search", "category": "data_integration", "aeo_score": 0.9, "grade": "AAA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 4, "service_id": "tavily", "name": "Tavily", "category": "data_integration", "aeo_score": 0.9, "grade": "AAA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 19, "service_id": "firecrawl", "name": "Firecrawl", "category": "data_integration", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 7, "change_indicator": "new" }, { "rank": 21, "service_id": "zapier", "name": "Zapier", "category": "data_integration", "aeo_score": 0.8, "grade": "AA", "agent_ready": "verified", "recipe_count": 2, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 11, "change_indicator": "new" }, { "rank": 106, "service_id": "segment", "name": "Segment (Twilio)", "category": "data_integration", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "groupware": { "summary": { "category": "groupware", "avg_score": 0.5, "top_service": "Notion MCP", "top_grade": "AA", "service_count": 367, "verified_count": 43 }, "rankings": [ { "rank": 7, "service_id": "notion", "name": "Notion MCP", "category": "groupware", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 24, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 148, "change_indicator": "new" }, { "rank": 24, "service_id": "garoon", "name": "Garoon MCP", "category": "groupware", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 123, "service_id": "rakumo", "name": "rakumo", "category": "groupware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 959, "service_id": "ai-fodda-mcp-server", "name": "Fodda Knowledge Graphs", "category": "groupware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" }, { "rank": 976, "service_id": "ai-obris-mcp", "name": "Obris", "category": "groupware", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "payment": { "summary": { "category": "payment", "avg_score": 0.5, "top_service": "Stripe", "top_grade": "AA", "service_count": 486, "verified_count": 27 }, "rankings": [ { "rank": 12, "service_id": "stripe-global", "name": "Stripe", "category": "payment", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 7, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 9, "change_indicator": "new" }, { "rank": 54, "service_id": "klarna", "name": "Klarna", "category": "payment", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 103, "service_id": "square", "name": "Square", "category": "payment", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 6, "change_indicator": "new" }, { "rank": 121, "service_id": "adyen", "name": "Adyen", "category": "payment", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 132, "service_id": "linepay", "name": "LINE Pay", "category": "payment", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "devops": { "summary": { "category": "devops", "avg_score": 0.5, "top_service": "Cloudflare", "top_grade": "AA", "service_count": 329, "verified_count": 47 }, "rankings": [ { "rank": 26, "service_id": "cloudflare", "name": "Cloudflare", "category": "devops", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 32, "service_id": "github-actions", "name": "GitHub Actions", "category": "devops", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 125, "service_id": "sentry", "name": "Sentry", "category": "devops", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 126, "service_id": "datadog", "name": "Datadog", "category": "devops", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 138, "service_id": "circleci", "name": "CircleCI", "category": "devops", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "support": { "summary": { "category": "support", "avg_score": 0.5, "top_service": "Zendesk", "top_grade": "A", "service_count": 64, "verified_count": 2 }, "rankings": [ { "rank": 30, "service_id": "zendesk", "name": "Zendesk", "category": "support", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 35, "change_indicator": "new" }, { "rank": 42, "service_id": "freshdesk", "name": "Freshdesk", "category": "support", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 50, "service_id": "helpscout", "name": "Help Scout", "category": "support", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 51, "service_id": "front", "name": "Front", "category": "support", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 68, "service_id": "gorgias", "name": "Gorgias", "category": "support", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "productivity": { "summary": { "category": "productivity", "avg_score": 0.5, "top_service": "Typeform", "top_grade": "A", "service_count": 214, "verified_count": 13 }, "rankings": [ { "rank": 38, "service_id": "typeform", "name": "Typeform", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 6, "change_indicator": "new" }, { "rank": 41, "service_id": "google-workspace", "name": "Google Workspace", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 78, "service_id": "plaud", "name": "PLAUD Note", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 88, "service_id": "tally", "name": "Tally", "category": "productivity", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 97, "service_id": "airtable", "name": "Airtable", "category": "productivity", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 4, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" } ] }, "design": { "summary": { "category": "design", "avg_score": 0.5, "top_service": "Webflow", "top_grade": "A", "service_count": 264, "verified_count": 50 }, "rankings": [ { "rank": 69, "service_id": "webflow", "name": "Webflow", "category": "design", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 87, "service_id": "framer", "name": "Framer", "category": "design", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 116, "service_id": "figma", "name": "Figma", "category": "design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 947, "service_id": "ai-com-mcp-openai-tools", "name": "OpenAI Tools MCP Server", "category": "design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" }, { "rank": 984, "service_id": "ai-raisonn-connect", "name": "connect", "category": "design", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "logistics": { "summary": { "category": "logistics", "avg_score": 0.5, "top_service": "ヤマト運輸 B2クラウド", "top_grade": "BB", "service_count": 5, "verified_count": 0 }, "rankings": [ { "rank": 2042, "service_id": "yamato-b2", "name": "ヤマト運輸 B2クラウド", "category": "logistics", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 2057, "service_id": "logiless", "name": "ロジレス (LOGILESS)", "category": "logistics", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 5, "change_indicator": "new" }, { "rank": 2060, "service_id": "japan-post", "name": "Japan Post (日本郵便)", "category": "logistics", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" }, { "rank": 2068, "service_id": "sagawa", "name": "佐川急便 飛伝", "category": "logistics", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 2073, "service_id": "japanpost", "name": "日本郵便 (ゆうパックプリントR)", "category": "logistics", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" } ] }, "reservation": { "summary": { "category": "reservation", "avg_score": 0.5, "top_service": "RESERVA", "top_grade": "BB", "service_count": 4, "verified_count": 0 }, "rankings": [ { "rank": 2052, "service_id": "reserva", "name": "RESERVA", "category": "reservation", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 2056, "service_id": "tablecheck", "name": "TableCheck", "category": "reservation", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" }, { "rank": 2067, "service_id": "air-reserve", "name": "Airリザーブ", "category": "reservation", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 2072, "service_id": "selecttype", "name": "SELECTTYPE", "category": "reservation", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 4, "change_indicator": "new" } ] }, "Productivity": { "summary": { "category": "Productivity", "avg_score": 0.5, "top_service": "scrivener-mcp", "top_grade": "BB", "service_count": 1, "verified_count": 0 }, "rankings": [ { "rank": 9164, "service_id": "writerslogic-scrivener-mcp", "name": "scrivener-mcp", "category": "Productivity", "aeo_score": 0.5, "grade": "BB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] }, "project_management": { "summary": { "category": "project_management", "avg_score": 0.49, "top_service": "Asana MCP", "top_grade": "AAA", "service_count": 245, "verified_count": 22 }, "rankings": [ { "rank": 2, "service_id": "asana", "name": "Asana MCP", "category": "project_management", "aeo_score": 0.9, "grade": "AAA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 6, "service_id": "kintone", "name": "kintone MCP", "category": "project_management", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 24, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 69, "change_indicator": "new" }, { "rank": 11, "service_id": "linear", "name": "Linear", "category": "project_management", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 9, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 10, "change_indicator": "new" }, { "rank": 15, "service_id": "backlog", "name": "Backlog MCP", "category": "project_management", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 92, "change_indicator": "new" }, { "rank": 63, "service_id": "jira", "name": "Jira", "category": "project_management", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 1, "change_indicator": "new" } ] }, "developer_tools": { "summary": { "category": "developer_tools", "avg_score": 0.49, "top_service": "GitHub", "top_grade": "AA", "service_count": 4596, "verified_count": 325 }, "rankings": [ { "rank": 8, "service_id": "github", "name": "GitHub", "category": "developer_tools", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 21, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 13, "change_indicator": "new" }, { "rank": 25, "service_id": "gitlab", "name": "GitLab", "category": "developer_tools", "aeo_score": 0.8, "grade": "AA", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 31, "service_id": "vercel", "name": "Vercel", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 5, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 44, "service_id": "netlify", "name": "Netlify", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 2, "change_indicator": "new" }, { "rank": 56, "service_id": "mcp-memory", "name": "Memory MCP", "category": "developer_tools", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 2, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 17, "change_indicator": "new" } ] }, "security": { "summary": { "category": "security", "avg_score": 0.49, "top_service": "1Password Business", "top_grade": "A", "service_count": 398, "verified_count": 36 }, "rankings": [ { "rank": 58, "service_id": "1password-business", "name": "1Password Business", "category": "security", "aeo_score": 0.7, "grade": "A", "agent_ready": "connectable", "recipe_count": 1, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 3, "change_indicator": "new" }, { "rank": 104, "service_id": "hennge-one", "name": "HENNGE One", "category": "security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 3, "mcp_type": "API Only", "success_rate": null, "total_agent_calls": 10, "change_indicator": "new" }, { "rank": 962, "service_id": "ai-helixar-mcp", "name": "Helixar Security", "category": "security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" }, { "rank": 991, "service_id": "ai-smithery-nekzus-npm-sentinel-mcp", "name": "Nekzus-npm-sentinel-mcp", "category": "security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "verified", "recipe_count": 0, "mcp_type": "Official MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" }, { "rank": 1041, "service_id": "app-cnvs-whiteboard", "name": "cnvs.app", "category": "security", "aeo_score": 0.6, "grade": "BBB", "agent_ready": "connectable", "recipe_count": 0, "mcp_type": "Third-party MCP", "success_rate": null, "total_agent_calls": 0, "change_indicator": "new" } ] } }, "methodology": { "scoring": "Base (MCP type: 0.1-0.5) + Bonuses (API docs, auth guide, specialist, agent data, gated live success rate: +0.1 each)", "grades": { "AAA": "0.9+", "AA": "0.8+", "A": "0.7+", "BBB": "0.6+", "BB": "0.5+", "B": "0.4+", "C": "0.3+", "D": "<0.3" }, "agent_ready": { "verified": "Official MCP server + KanseiLink MCP handshake verified (tool list retrieved)", "connectable": "MCP/API exists but not handshake-verified as official", "info_only": "No API or MCP available" }, "success_rate_policy": "Per-vendor success_rate is published only when computed from 30+ genuine live agent reports (synthetic/seed/probe/eval sources excluded); otherwise null (observing)." } }