Agent Evaluation
Evaluates agent performance against defined metrics, providing actionable insights for improvement and optimization.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add jarmen423-agent-evaluation npx -- -y @trustedskills/jarmen423-agent-evaluation
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"jarmen423-agent-evaluation": {
"command": "npx",
"args": [
"-y",
"@trustedskills/jarmen423-agent-evaluation"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
This skill allows you to evaluate AI agents based on provided criteria. It can assess agent performance, identify areas for improvement, and generate reports summarizing findings. The evaluation process is customizable, allowing users to define specific metrics and scoring systems.
When to use it
- Debugging Agent Behavior: Identify why an agent isn't performing as expected in a particular scenario.
- Comparing Different Agents: Objectively assess the strengths and weaknesses of multiple agents for a given task.
- Tracking Improvement Over Time: Monitor the progress of an agent after modifications or training updates.
- Automated Testing Pipelines: Integrate into automated workflows to regularly evaluate agent quality.
Key capabilities
- Customizable evaluation criteria
- Performance assessment
- Identification of areas for improvement
- Report generation
Example prompts
- "Evaluate this agent's response to the following prompt: 'Summarize the key findings in this research paper.'"
- "Compare Agent A and Agent B on their ability to follow complex instructions."
- "Generate a report detailing the agent’s performance across these criteria: accuracy, efficiency, and creativity."
Tips & gotchas
The skill's effectiveness depends heavily on clearly defined evaluation criteria. Ambiguous or poorly-defined metrics will lead to unreliable results.
Tags
TrustedSkills Verification
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Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
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Passed automated security scans.