sickn33/agentic-awesome-skills/clarvia-aeo-check
Claude Code and agent skill by sickn33/agentic-awesome-skills
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Checking that the SKILL.md file is still in the repository.
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.
Install
npx vskill@latest install sickn33/agentic-awesome-skills/clarvia-aeo-checkSKILL.md
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 review; scoring is optional
- ❌ 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
Limitations
- Do not add an MCP host entry or mandatory CI threshold merely to read this guide. Tool lookup/URL scanning sends data to the provider; confirm scope before sending private endpoints or triggering active scans. A 0–100 score is neither a vulnerability audit nor permission to install/execute a tool.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
Security
- Security scanPassed, 100 of 100Pattern checks on the skill's files.
- Model reviewNot runA model review is scheduled for the next rescan.
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/clarvia-aeo-check/SKILL.md
Popularity
- Repository stars
- 47,054
- Repository forks
- 6,853
- 7-day trend score
- 54
Stars and forks are for the whole GitHub repository, not this skill alone. Not refreshed yet.
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