Advanced Evaluation
This skill analyzes text for nuanced sentiment, bias, and factual accuracy, providing deeper insights than simple ratings – useful for critical assessment.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add xfstudio-advanced-evaluation npx -- -y @trustedskills/xfstudio-advanced-evaluation
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"xfstudio-advanced-evaluation": {
"command": "npx",
"args": [
"-y",
"@trustedskills/xfstudio-advanced-evaluation"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill, xfstudio-advanced-evaluation, provides capabilities for evaluating AI agent performance. It allows users to define metrics and scoring criteria to assess output quality and identify areas for improvement. The tool facilitates a more structured and data-driven approach to agent refinement.
When to use it
- Benchmarking: Compare the performance of different AI agents on specific tasks or datasets.
- Iterative Improvement: Evaluate an agent's responses after adjustments to its prompt engineering or underlying model.
- Quality Assurance: Regularly assess agent output for consistency and accuracy before deployment.
- Identifying Failure Modes: Pinpoint scenarios where the agent consistently produces undesirable results.
Key capabilities
- Metric definition
- Scoring criteria specification
- Output quality assessment
- Performance comparison
Example prompts
- "Evaluate this AI agent's response to the prompt 'Summarize this article:' using the defined metrics."
- "Compare the performance of Agent A and Agent B on these five example queries, according to the scoring criteria."
- "Show me a report detailing the average score for each metric across all evaluated responses."
Tips & gotchas
The effectiveness of this skill relies heavily on well-defined metrics and clear scoring criteria. Ambiguous or poorly designed evaluation parameters will lead to unreliable results.
Tags
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.