Optimize Your AI Benchmarks with the Ultimate Checklist Tool

Optimize Your AI Benchmarks with the Ultimate Checklist Tool

This AI agent skill offers a structured approach to validating performance measurements before reporting or acting on them, specifically aimed at optimizing benchmarks for AI coding agents such as Claude Code, Cursor, and Codex.

What this skill does

• Supports users in articulating expected performance claims clearly and accurately.
• Guides the configuration of benchmark environments, including those running on busy machines.
• Provides a step-by-step checklist to evaluate performance measurements, addressing various parameters such as repeatability, tuning adjustment, and error identification.
• Incorporates profiling and tracing methods that do not affect the reported benchmarks, using tools like `top`, `pidstat`, `node --cpu-prof`, and `py-spy`.
• Encourages evidence-backed reporting of performance outcomes.

Who it is for

This skill is designed for developers and engineering teams who utilize AI coding agents like Claude Code, Cursor, and Codex to produce reliable performance metrics for their AI applications.

Use cases

• Verifying the performance gains or regressions in coding agent tasks, such as new pull request integrations.
• Evaluating the efficacy of different library configurations or environment setups in AI projects.
• Assessing and reporting on speed improvements or issues in AI-driven applications using precise data.

Technical details

• Utilizes standard profiling and tracing tools such as `top`, `pidstat`, `node --cpu-prof`, and `py-spy` to measure CPU usage and system performance.
• Integrates with AI coding agents like Claude Code, Cursor, and Codex for seamless performance tracking and analysis.
• Designed to work on Linux environments, with specific instructions using commands like `strace -c` for syscall counts.

Source & Licence

This package is built on open-source work published by painhardcore (painhardcore/pstack) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.