skills.rest
seanmcquaid
seanmcquaidCOMMUNITY
Explore all skills by this author →
GitHub

skill-creator

Create and refine AI skills with performance evaluation and description optimization.

8|Updated Aug 21, 2023
Search Tags:#skill development#skill optimization#performance evaluation#AI training#AI coding agents
One-click install
npx skills add https://github.com/seanmcquaid/scaffolding-templates --skill skill-creator-seanmcquaid
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-creator
Source: https://github.com/seanmcquaid/scaffolding-templates/tree/main/.agents/skills/skill-creator
Command: npx skills add https://github.com/seanmcquaid/scaffolding-templates --skill skill-creator-seanmcquaid

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill empowers users to create and refine skills with the capability to evaluate, measure performance, and optimize descriptions for better triggering accuracy.

Core Features & Use Cases

  • Skill Creation: Develop new skills from scratch or modify existing ones.
  • Performance Measurement: Benchmark skill performance with variance analysis.
  • Description Optimization: Optimize skill descriptions for improved triggering accuracy.
  • Use Case: A user aims to create a skill for data extraction from tables in PDFs. This Skill helps them design the skill, evaluate its performance, and refine the description to trigger more effectively.

Quick Start

Create a new skill for table data extraction from PDFs. Use the skill creator to define the intent, create test cases, and evaluate performance.

Frequently Asked Questions about skill-creator

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

FAQPage Schema
How do I create and test AI skills for better triggering accuracy?▼

To optimize skill descriptions for better triggering accuracy, iteratively evaluate performance metrics and refine the intent definitions. This involves benchmarking the skill with variance analysis and adjusting descriptions to trigger more effectively.

What is the best way to measure AI skill performance during development?▼

The best way to measure AI skill performance is by benchmarking the skill with variance analysis during the evaluation stage. This measures how effectively the skill executes its core task and identifies areas for iterative improvement.

How do I build an AI skill for data extraction from PDFs?▼

To build an AI skill for PDF data extraction, define the extraction intent, create specific test cases, and use an iterative refinement process. This develops the skill from scratch and evaluates its performance to ensure accurate results.

Can I refine existing AI coding agent skills instead of starting from scratch?▼

Yes, you can modify existing AI coding agent skills by applying the optimization stage to refine their descriptions. This evaluates the current performance and improves triggering accuracy without needing to develop a new skill from scratch.

Why does my AI skill fail to trigger correctly in certain scenarios?▼

AI skills fail to trigger correctly when their descriptions lack the necessary specificity for the scenario. You can resolve this by using performance evaluation and description optimization to iteratively refine the skill's triggering accuracy.

Related Skills

Explore More Software Engineering Skills→
yu13130122297yu13130122297

scout

Identify uncertainties in research framing, datasets, metrics, and baselines.

Community
Intermediate
xabierlameiroxabierlameiro

skill-creator

Create, modify, test, and benchmark AI skills with variance analysis.

Community
Advanced
o2alexanderfedino2alexanderfedin
15

create-agent-skills

Guide authors to create and refine SKILL.md documentation for Claude Code Skills.

Community
Advanced
zhongjiszhongjis

skill-creator

Create, test, and optimize AI skills with SKILL.md files.

Community
Advanced