Draft, test, and iteratively improve AI skills with SKILL.md and eval sets.
npx skills add https://github.com/pax-k/war-gov-uap-wiki --skill skill-creator-pax-k
Please help me install this Agent Skill. Skill: skill-creator Source: https://github.com/pax-k/war-gov-uap-wiki/tree/main/.skills/skill-creator Command: npx skills add https://github.com/pax-k/war-gov-uap-wiki --skill skill-creator-pax-k
Skill creators often face a fragmented, manual process to draft SKILL.md, run evaluations, and iterate improvements. This guide provides a structured workflow to streamline skill creation, testing, and refinement with repeatable steps and tooling.
Create a new skill, run the evaluation loop, and iterate on the description until triggering is optimized.
High-intent search queries and answers about installing and using this skill.
To create and iterate on AI skills, use a structured workflow to draft SKILL.md, run prompt evaluations against holdout sets, and apply improvement loops to optimize triggering and validate outcomes.
The best way to manage SKILL.md and evaluation sets is to follow a repeatable workflow that tracks iterations, runs eval loops on prompts, and measures results to refine skill descriptions.
You need YAML to build and test skills because it is a required dependency for managing the structured configuration files and metadata that drive the evaluation and iteration loops.
You can bundle optional resources like scripts, references, and assets into a skill to scale automation and reuse, integrating them directly into the structured workflow and evaluation loops.
Skill triggering fails during the evaluation loop when the SKILL.md description is not optimized, requiring you to iterate on prompts and validate outcomes against holdout sets until triggering improves.
yangliu2060Extract YouTube transcripts and captions into structured summaries with key points.
coreyjaDraft SKILL.md frontmatter and structure guidance for Claude Code skills.
AINative-StudioBenchmark parsing and frontmatter extraction of large SKILL.md files.
quanganh208Create or update Claude skills with eval-driven iteration and bundled resources.
