Create Claude skills with SKILL.md structure and eval-driven validation.
npx skills add https://github.com/notque/vexjoy-agent --skill skill-creator-notque
Please help me install this Agent Skill. Skill: skill-creator Source: https://github.com/notque/vexjoy-agent/tree/main/skills/meta/skill-creator Command: npx skills add https://github.com/notque/vexjoy-agent --skill skill-creator-notque
Preventing AI from skipping methodology by building skills that are validated through eval-driven testing and evidence-based gates.
Use skill-creator to scaffold a new skill from your desired workflow, then run the eval/test loop to iteratively improve triggering and execution quality.
High-intent search queries and answers about installing and using this skill.
You can prevent AI shortcutting by building skills with eval-driven validation gates and evidence-based benchmarks. This skill constructs routed SKILL.md files that enforce progressive-disclosure structure and deterministic validators to measure behavior improvements.
An eval loop for skill creation drafts a skill, generates realistic test prompts, and runs with-skill versus without-skill baseline comparisons. It evaluates and improves execution quality until measurable performance gains plateau.
You validate frontmatter correctness by running deterministic validators that enforce trigger-rich metadata, pairs_with configurations, and category complexity routing. This skill applies validation gates and cleanliness checks to ensure proper skill triggering.
Yes, you need Python3 and bash along with grep and glob to construct eval-driven skills. These dependencies support running deterministic validators, executing benchmark comparisons, and generating maintenance artifacts like SPEC.md and EVAL.md.
You should generate SPEC.md and EVAL.md files when creating complex or high-impact domain and meta workflow skills. These maintenance-ready artifacts support iterative improvement through evidence-based grading and blind comparison benchmarks.
AI skips methodology when skills lack eval-driven testing and evidence-based gates. This skill solves the problem by applying validation gates, constructing trigger-rich frontmatter, and iterating using benchmarks with blind comparison to enforce strict progressive-disclosure structure.
coreyjaDraft SKILL.md frontmatter and structure guidance for Claude Code skills.
AlanChen4Design, test, and iterate Claude skills with SKILL.md and eval loops.
cslsoftwaresGovern web kit skill documentation with changelogs, source references, and risk assessments.
definableaiAutomate skill drafting, evaluation, and iterative improvement loops.
