improve-skill-or-prompt

Score prompts and SKILL.md files for clarity, constraints, and robustness.

Updated Sep 30, 2021

Search Tags:#validation #robustness #prompt #ai-prompting #skill-evaluation #operational-fit

Ready to run

npx skills add https://github.com/isymchych/accel-os --skill improve-skill-or-prompt

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: improve-skill-or-prompt
Source: https://github.com/isymchych/accel-os/tree/main/ai/codex/skills/improve-skill-or-prompt
Command: npx skills add https://github.com/isymchych/accel-os --skill improve-skill-or-prompt

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Evaluate prompts or SKILL.md for clarity, constraints, robustness, and alignment with intended behavior, producing a numeric score that supports human review and iterative improvement.

Core Features & Use Cases

Structured scoring across multiple dimensions (clarity, IO contract, edge cases, robustness, operational fit).
Actionable feedback with concrete fixes and rationale to guide prompt/skill refinement.
Suitable for on-demand validation, prompt upgrades, and SKILL.md refactoring.

Quick Start

Provide the prompt or SKILL.md content and the intended task, then run the validator to obtain a concise score and improvement suggestions.

Frequently Asked Questions about improve-skill-or-prompt

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

FAQPage Schema

How do I evaluate AI prompt clarity and robustness for intended behavior?▼

Evaluate AI prompt clarity and robustness by scoring the prompt against structured dimensions like IO contract, edge cases, and operational fit. This produces a numeric scorecard with actionable feedback to guide iterative prompt refinement.

What is the best way to score a SKILL.md file for operational fit?▼

Scoring a SKILL.md file for operational fit involves validating its constraints and alignment with intended behavior. The process returns a structured scorecard that highlights concrete fixes and rationale to support SKILL.md refactoring and evaluation.

How do I validate system prompts for edge cases and IO contract constraints?▼

Validate system prompts for edge cases and IO contract constraints by running them through a structured scoring validator. This identifies weaknesses in robustness and clarity, returning a numeric score and actionable feedback for prompt upgrades.

Can I use a prompt validator to refactor agent profiles and system prompts?▼

Yes, a prompt validator can refactor agent profiles and system prompts by analyzing them for clarity and constraints. It outputs a numeric score and rationale that directly guide content improvements and on-demand validation.

Why does my AI prompt produce inconsistent outputs despite clear instructions?▼

Inconsistent AI prompt outputs often stem from missing edge case handling, weak IO contracts, or poor operational fit. Evaluating the prompt with a structured scorecard identifies these robustness gaps and provides concrete fixes to stabilize behavior.