skill-creator

Create, evaluate, and iteratively improve Claude skills with benchmark testing and description optimization.

3|1|Updated Feb 26, 2026
One-click install
npx skills add https://github.com/wopal-cn/wopal-space-ontology --skill skill-creator-wopal-cn
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-creator
Source: https://github.com/wopal-cn/wopal-space-ontology/tree/main/skills/skill-creator
Command: npx skills add https://github.com/wopal-cn/wopal-space-ontology --skill skill-creator-wopal-cn

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve? Writing an effective skill is hard to get right on the first try — descriptions may fail to trigger, instructions may be ambiguous, and there is no built-in way to measure whether a skill actually improves outcomes. This Skill provides a structured create-test-review-iterate workflow with quantitative benchmarking so skills are validated against real test prompts rather than guesswork. ## Core Features & Use Cases - Guided Skill Authoring: Interviews the user to capture intent, then drafts a SKILL.md with proper frontmatter, progressive disclosure structure, and writing-style guidance. - Evaluation & Benchmarking: Runs test prompts with and without the skill in parallel subagents, grades assertions, and aggregates pass rates, timing, and token usage into benchmark reports with an interactive HTML review viewer. - Description Optimization: Generates trigger/no-trigger eval queries, runs an automated optimization loop with train/test splits, and applies the best-performing description to improve triggering accuracy. - Use Case: You want a skill that formats weekly sales spreadsheets. This Skill helps you draft it, creates realistic test prompts, runs them with and without the skill, shows you side-by-side results in a browser viewer, and iterates until the outputs meet your bar. ## Quick Start Ask the assistant to help you create a new skill for your workflow, or to evaluate and improve an existing skill by running test cases and benchmarks.

Frequently Asked Questions about skill-creator

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

FAQPage Schema
How do I create a new Claude skill from scratch?

Start by describing what the skill should do and when it should trigger. The skill-creator interviews you about edge cases and output formats, drafts the SKILL.md with proper frontmatter, then creates test prompts to validate the skill works as intended.

How do I test whether my skill actually improves results?

Run each test prompt twice in parallel — once with the skill and once without as a baseline. The skill-creator grades outputs against assertions, aggregates pass rates and timing into a benchmark report, and opens an HTML viewer for side-by-side review.

How can I improve my skill description for better triggering?

Generate 20 realistic trigger and no-trigger eval queries, review them in the provided HTML template, then run the automated optimization loop. It tests description variants against train and held-out queries and applies the best-scoring description.

Does skill evaluation work on Claude.ai without subagents?

Yes, but with limitations. Without subagents you run test prompts sequentially yourself, skip baseline comparisons and quantitative benchmarking, and collect feedback inline in the conversation instead of using the browser-based review viewer.

What is a blind comparison between two skill versions?

Blind comparison gives outputs from two skill versions to an independent grader agent labeled only A and B, so judgment is unbiased. A post-hoc analyzer then examines transcripts to explain why the winner won and suggest concrete improvements.