Agent skill · data analytics · sickn33
clarvia-aeo-check
Score any MCP server, API, or CLI for agent-readiness using Clarvia AEO (Agent Experience Optimization). Use current provider evidence as advisory input when evaluating a tool.
Why this skill is useful
Provides a scoring mechanism for evaluating agent-readiness of tools, which is specific knowledge not commonly found in general programming resources.
What it needs
Requires clarvia-mcp-server installed locally. About 3k tokens when loaded. Last updated 2026-08-07. 44,571 stars on the source repository.
What this skill does
Clarvia AEO Check Overview When the user selects Clarvia, use its current index and scoring model as advisory input. Do not make a vendor score a mandatory prerequisite or security approval. Clarvia describes tools across four AEO dimensions: API accessibility, data structuring, agent compatibility, and trust signals. Prerequisites Add Clarvia MCP server to your config: 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: Clarvia returns a 0-100 AEO score with breakdown across four dimensions. Step 2: Search tools by category Returns provider-ranked results; record query date, index coverage and scoring limitations rather than a hardcoded total. Step 3: Compare tools head-to-head Returns side-by-side score breakdown with a recommendation. Step 4: Check leaderboard Examples Example 1: Evaluate before installing Example 2: Find best tool in category Example 3: CI/CD quality gate Optional example for an explicitly requested advisory CI integration; verify the action’s repository, inputs and immutable revision before use: 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 Provider low score Inspect the actual gaps and task fit; this is not an eligibility ban 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 ✅ Compare scores with actual protocol compatibility, required functionality and source/security rev …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sickn33/clarvia-aeo-check