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+---
+name: clarvia-aeo-check
+description: "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."
+category: tool-quality
+risk: safe
+source: community
+date_added: "2026-03-27"
+author: digitamaz
+tags: [mcp, aeo, tool-quality, agent-readiness, api-scoring, clarvia]
+tools: [claude, cursor, windsurf, cline]
+---
+
+# Clarvia AEO Check
+
+## Overview
+
+Before 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.
+
+## Prerequisites
+
+Add Clarvia MCP server to your config:
+
+```json
+{
+  "mcpServers": {
+    "clarvia": {
+      "command": "npx",
+      "args": ["-y", "clarvia-mcp-server"]
+    }
+  }
+}
+```
+
+## When to Use This Skill
+
+- Use when evaluating a new MCP server before adding it to your config
+- Use when comparing two tools for the same job
+- Use when building an agent that selects tools dynamically
+- Use when you want to find the highest-quality tool in a category
+
+## How It Works
+
+### Step 1: Score a specific tool
+
+Ask Claude to score any tool by URL or name:
+
+```
+Score https://github.com/example/my-mcp-server for agent-readiness
+```
+
+Clarvia returns a 0-100 AEO score with breakdown across four dimensions.
+
+### Step 2: Search tools by category
+
+```
+Find the top-rated database MCP servers using Clarvia
+```
+
+Returns ranked results from 15,400+ indexed tools.
+
+### Step 3: Compare tools head-to-head
+
+```
+Compare supabase-mcp vs firebase-mcp using Clarvia
+```
+
+Returns side-by-side score breakdown with a recommendation.
+
+### Step 4: Check leaderboard
+
+```
+Show me the top 10 MCP servers for authentication using Clarvia
+```
+
+## Examples
+
+### Example 1: Evaluate before installing
+
+```
+Before I add this MCP server to my config, score it:
+https://github.com/example/new-tool
+
+Use the clarvia aeo_score tool and tell me if it's agent-ready.
+```
+
+### Example 2: Find best tool in category
+
+```
+I need an MCP server for web scraping. Use Clarvia to find the 
+top-rated options and compare the top 3.
+```
+
+### Example 3: CI/CD quality gate
+
+Add to your CI pipeline using the GitHub Action:
+
+```yaml
+- uses: clarvia-project/clarvia-action@v1
+  with:
+    url: https://your-api.com
+    fail-under: 70
+```
+
+## AEO Score Interpretation
+
+| Score | Rating | Meaning |
+|-------|--------|---------|
+| 90-100 | Agent Native | Built specifically for agent use |
+| 70-89 | Agent Friendly | Works well, minor gaps |
+| 50-69 | Agent Compatible | Works but needs improvement |
+| 30-49 | Agent Partial | Significant limitations |
+| 0-29 | Not Agent Ready | Avoid for agentic workflows |
+
+## Best Practices
+
+- ✅ Score tools before adding them to long-running agent workflows
+- ✅ Use Clarvia's leaderboard to discover alternatives you haven't considered
+- ✅ Re-check scores periodically — tools improve over time
+- ❌ Don't skip scoring for "well-known" tools — even popular tools can score poorly
+- ❌ Don't use tools scoring below 50 in production agent pipelines without understanding the limitations
+
+## Common Pitfalls
+
+- **Problem:** Clarvia returns "not found" for a tool
+  **Solution:** Try scanning by URL directly with `aeo_score` — Clarvia will score it on-demand
+
+- **Problem:** Score seems low for a tool I trust
+  **Solution:** Use `get_score_breakdown` to see which dimensions are weak and decide if they matter for your use case
+
+## Related Skills
+
+- `@mcp-builder` - Build a new MCP server that scores well on AEO
+- `@agent-evaluation` - Broader agent quality evaluation framework