[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-6bb53508-77ff-4c31-8705-3e2c7625cf6c":3,"$fEOURlUlgakrz39xZglPJk-GTOIEUUwa6lzxX-j3VcZ4":42},{"id":4,"title":5,"description":6,"categoryId":7,"moduleId":8,"tags":9,"prompt":10,"icon":11,"source":12,"sourceUrl":13,"authorId":14,"authorName":15,"isPublic":16,"stars":17,"runs":18,"createdAt":19,"updatedAt":19,"module":20,"category":27,"packages":33},"6bb53508-77ff-4c31-8705-3e2c7625cf6c","clarvia-aeo-check","使用Clarvia AEO（代理体验优化）评估任何MCP服务器、API或CLI的代理就绪性。在将工具添加到工作流程之前，搜索15,400多个索引工具。","cat_coding_backend","mod_coding","sickn33,coding","---\nname: clarvia-aeo-check\ndescription: \"Score any MCP server, API, or CLI for agent-readiness using Clarvia AEO (Agent Experience Optimization). Search 15,400+ indexed tools before adding them to your workflow.\"\ncategory: tool-quality\nrisk: safe\nsource: community\ndate_added: \"2026-03-27\"\nauthor: digitamaz\ntags: [mcp, aeo, tool-quality, agent-readiness, api-scoring, clarvia]\ntools: [claude, cursor, windsurf, cline]\n---\n\n# Clarvia AEO Check\n\n## Overview\n\nBefore adding any MCP server, API, or CLI tool to your agent workflow, use Clarvia to score its agent-readiness. Clarvia evaluates 15,400+ AI tools across four AEO dimensions: API accessibility, data structuring, agent compatibility, and trust signals.\n\n## Prerequisites\n\nAdd Clarvia MCP server to your config:\n\n```json\n{\n  \"mcpServers\": {\n    \"clarvia\": {\n      \"command\": \"npx\",\n      \"args\": [\"-y\", \"clarvia-mcp-server\"]\n    }\n  }\n}\n```\n\n## When to Use This Skill\n\n- Use when evaluating a new MCP server before adding it to your config\n- Use when comparing two tools for the same job\n- Use when building an agent that selects tools dynamically\n- Use when you want to find the highest-quality tool in a category\n\n## How It Works\n\n### Step 1: Score a specific tool\n\nAsk Claude to score any tool by URL or name:\n\n```\nScore https:\u002F\u002Fgithub.com\u002Fexample\u002Fmy-mcp-server for agent-readiness\n```\n\nClarvia returns a 0-100 AEO score with breakdown across four dimensions.\n\n### Step 2: Search tools by category\n\n```\nFind the top-rated database MCP servers using Clarvia\n```\n\nReturns ranked results from 15,400+ indexed tools.\n\n### Step 3: Compare tools head-to-head\n\n```\nCompare supabase-mcp vs firebase-mcp using Clarvia\n```\n\nReturns side-by-side score breakdown with a recommendation.\n\n### Step 4: Check leaderboard\n\n```\nShow me the top 10 MCP servers for authentication using Clarvia\n```\n\n## Examples\n\n### Example 1: Evaluate before installing\n\n```\nBefore I add this MCP server to my config, score it:\nhttps:\u002F\u002Fgithub.com\u002Fexample\u002Fnew-tool\n\nUse the clarvia aeo_score tool and tell me if it's agent-ready.\n```\n\n### Example 2: Find best tool in category\n\n```\nI need an MCP server for web scraping. Use Clarvia to find the \ntop-rated options and compare the top 3.\n```\n\n### Example 3: CI\u002FCD quality gate\n\nAdd to your CI pipeline using the GitHub Action:\n\n```yaml\n- uses: clarvia-project\u002Fclarvia-action@v1\n  with:\n    url: https:\u002F\u002Fyour-api.com\n    fail-under: 70\n```\n\n## AEO Score Interpretation\n\n| Score | Rating | Meaning |\n|-------|--------|---------|\n| 90-100 | Agent Native | Built specifically for agent use |\n| 70-89 | Agent Friendly | Works well, minor gaps |\n| 50-69 | Agent Compatible | Works but needs improvement |\n| 30-49 | Agent Partial | Significant limitations |\n| 0-29 | Not Agent Ready | Avoid for agentic workflows |\n\n## Best Practices\n\n- ✅ Score tools before adding them to long-running agent workflows\n- ✅ Use Clarvia's leaderboard to discover alternatives you haven't considered\n- ✅ Re-check scores periodically — tools improve over time\n- ❌ Don't skip scoring for \"well-known\" tools — even popular tools can score poorly\n- ❌ Don't use tools scoring below 50 in production agent pipelines without understanding the limitations\n\n## Common Pitfalls\n\n- **Problem:** Clarvia returns \"not found\" for a tool\n  **Solution:** Try scanning by URL directly with `aeo_score` — Clarvia will score it on-demand\n\n- **Problem:** Score seems low for a tool I trust\n  **Solution:** Use `get_score_breakdown` to see which dimensions are weak and decide if they matter for your use case\n\n## Related Skills\n\n- `@mcp-builder` - Build a new MCP server that scores well on AEO\n- `@agent-evaluation` - Broader agent quality evaluation framework\n\n## Limitations\n- Use this skill only when the task clearly matches the scope described above.\n- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.\n- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.\n","","imported","https:\u002F\u002Fgithub.com\u002Fsickn33\u002Fantigravity-awesome-skills","user_system_seed","SkillOPIC",true,205,1924,"2026-05-16 13:10:45",{"id":8,"name":21,"slug":22,"icon":23,"description":24,"sort":25,"createdAt":26},"编程开发","coding","mdi-code-braces","代码生成、调试、审查，提升开发效率",2,"2026-05-16 12:53:40",{"id":7,"name":28,"slug":29,"icon":30,"description":31,"moduleId":8,"sort":25,"skillCount":32,"createdAt":26},"后端开发","backend","mdi-server","API、数据库、服务端架构",296,[34],{"id":35,"skillId":4,"version":36,"fileName":37,"fileSize":38,"filePath":39,"fileHash":40,"manifest":41,"createdAt":19},"722e6030-bd9f-490d-9387-937d2360ce0f","1.0.0","clarvia-aeo-check.zip",1987,"uploads\u002Fskills\u002F6bb53508-77ff-4c31-8705-3e2c7625cf6c\u002Fclarvia-aeo-check.zip","6ea113dd56871e832352e5d3344ab6d39dc41297181bd2f5b067927e0ecde29c","[{\"path\":\"SKILL.md\",\"isDirectory\":false,\"size\":4023}]",{"code":43,"message":44,"data":45},200,"success",{"items":46,"stats":47,"page":50},[],{"averageRating":48,"totalRatings":48,"ratingCounts":49},0,[48,48,48,48,48],{"limit":51,"offset":48,"hasMore":52,"nextOffset":51,"ratedOnly":16},15,false]