skills/skill-creator

To create a Claude skill with reliable trigger vocabulary and anti-pattern detection, define a domain-specific task and generate a structured SKILL.md file. This process embeds behavioral instructions, expert vocabulary routing, and anti-pattern checklists to ensure high-quality, predictable outputs.

Vocabulary routing is a behavioral design technique that maps specific expert terms to corresponding instructions within a SKILL.md file. It optimizes Claude skill performance by ensuring the AI reliably activates the correct domain-specific behaviors based on the user's input context.

Yes, you can apply prompt engineering techniques like progressive disclosure and U-shaped attention for domain-specific skill creation. These research-backed design principles structure the SKILL.md file to focus attention on critical instructions and reduce trial-and-error during generation.

The best way to structure a SKILL.md file for code review or project planning is to systematically divide it into vocabulary routing, anti-pattern checklists, behavioral instructions, and varied examples. This structure ensures reliable activation and expert-level outputs for specialized tasks.

A custom Claude skill fails to trigger reliably when it lacks structured vocabulary routing and detailed behavioral instructions. Generating a SKILL.md file with evidence-based design principles and anti-pattern checklists reduces trial-and-error and ensures consistent activation.

Yes, expert vocabulary is required to build high-quality Claude skills. Defining domain-specific terms allows the skill generator to implement vocabulary routing within the SKILL.md file, which ensures the resulting behavioral instructions trigger reliably in actual conversations.