Agent Performance Benchmarker
Automatically assesses ruvnet agent performance across key metrics, providing actionable insights for optimization and improvement.
Install on your platform
We auto-selected Claude Code based on this skill’s supported platforms.
Run in terminal (recommended)
claude mcp add ruvnet-agent-performance-benchmarker npx -- -y @trustedskills/ruvnet-agent-performance-benchmarker
Or manually add to ~/.claude/settings.json
{
"mcpServers": {
"ruvnet-agent-performance-benchmarker": {
"command": "npx",
"args": [
"-y",
"@trustedskills/ruvnet-agent-performance-benchmarker"
]
}
}
}Requires Claude Code (claude CLI). Run claude --version to verify your install.
About This Skill
What it does
The ruvnet-agent-performance-benchmarker skill allows you to evaluate and compare the performance of AI agents. It provides a standardized benchmarking framework, enabling objective assessment of different agent configurations or models. This helps identify strengths and weaknesses in agent design and optimize for specific tasks.
When to use it
- Comparing Agent Models: Evaluate which language model performs best on a given task within an agent setup.
- Optimizing Agent Configurations: Test various prompt engineering techniques or tool integrations to see how they impact overall agent performance.
- Identifying Bottlenecks: Pinpoint areas where an agent is struggling, such as slow response times or inaccurate results.
- Regression Testing: Ensure that changes made to an agent don't negatively impact its performance over time.
Key capabilities
- Standardized benchmarking framework
- Performance evaluation of AI agents
- Comparison of different agent configurations
- Objective assessment of agent strengths and weaknesses
Example prompts
- "Benchmark the 'agent_a' configuration against 'agent_b' using the provided task list."
- "Run a performance test on my agent with prompt 'X' versus prompt 'Y'."
- "Evaluate agent performance for this specific scenario: [scenario description]."
Tips & gotchas
The skill requires a defined set of tasks or scenarios to benchmark against. Ensure these are representative of the intended use case for accurate and meaningful results.
Tags
TrustedSkills Verification
Unlike other registries that point to live repositories, TrustedSkills pins every skill to a verified commit hash. This protects you from malicious updates — what you install today is exactly what was reviewed and verified.
Security Audits
| Gen Agent Trust Hub | Pass |
| Socket | Pass |
| Snyk | Pass |
🌐 Community
Passed automated security scans.