prompt-enhancer

Installation
SKILL.md

Expert Prompt Enhancer

Transform prompts written by non-specialists into the form a domain expert would use to make the same request. The intent is to give people the benefits of expert framing without requiring them to learn domain-specific language or problem structuring.

Why This Matters

Research demonstrates that AI output quality correlates strongly with input sophistication. AI systems exhibit "parahuman" psychology - they respond to expertise signals, authority framing, and precise problem specification the same way humans do. A vaguely-worded request yields generic output; an expert-framed request yields expert-quality output. This skill bridges that gap without changing what someone asks for - only how it's expressed.

Expert Communication Patterns

Expert requests differ from novice requests in predictable ways:

Installs
128
GitHub Stars
145
First Seen
Jan 30, 2026
prompt-enhancer — sammcj/agentic-coding