af-skill-fix-by-benchmarks

Identify root causes of skill failures by running benchmarks and collecting evidence.

3|Updated Oct 5, 2025

Search Tags:#debugging #verification #problem-solving #benchmark #experimentation #root-cause

Ready to run

npx skills add https://github.com/korchasa/ide-rules --skill af-skill-fix-by-benchmarks

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: af-skill-fix-by-benchmarks
Source: https://github.com/korchasa/ide-rules/tree/main/.cursor/skills/af-skill-fix-by-benchmarks
Command: npx skills add https://github.com/korchasa/ide-rules --skill af-skill-fix-by-benchmarks

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Identify the root causes of skill failures by running benchmarks and collecting evidence to guide fixes.

Core Features & Use Cases

Benchmark selection and scoping for targeted skills
Analysis of benchmark results with root-cause hypotheses
Propose fixes with argumentation and a verification plan

Quick Start

Run a benchmark on the current skill to identify performance gaps and gather evidence for improvement.

Frequently Asked Questions about af-skill-fix-by-benchmarks

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I identify the root cause of a skill failure using benchmarks?▼

You can identify the root cause of a skill failure by running targeted benchmarks that collect evidence on underperforming areas. This process generates root-cause hypotheses to guide your debugging and propose fixes.

What is the best way to verify skill improvements after applying a fix?▼

The best way to verify skill improvements is to execute a benchmarking workflow that includes validation steps. This confirms whether the proposed fixes actually resolve the performance gaps and failures.

How do I scope benchmarks for targeted debugging and experimentation?▼

Scoping benchmarks for debugging involves selecting specific tests relevant to the failing skill. This targeted experimentation isolates problem areas, ensuring evidence collection focuses directly on the underperforming components.

Can I use benchmark evidence to generate a root-cause hypothesis for a failing test?▼

Yes, you can use benchmark evidence to generate a root-cause hypothesis for a failing test. The collected data analyzes performance gaps and directly informs the argumentation for proposed fixes.

What should I do when a skill underperforms but the exact failure point is unclear?▼

When a skill underperforms with an unclear failure point, run a benchmark to gather evidence. The benchmarking orchestration analyzes results to pinpoint performance gaps and generate root-cause hypotheses for resolution.