| name | prompt-enhancer |
| description | Transform poor or overly simple prompts with expert-level framing. Use when the user explicitly asks to improve, refine, or rewrite a prompt, or wants help framing a request for another AI system. Do NOT use for authoring, reviewing, or migrating system prompts or skills targeting a specific Claude model (prompt-fable).
|
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.
Expert Communication Patterns
Expert requests differ from novice requests in predictable ways:
| Pattern | Novice | Expert |
|---|
| Precision | "make it faster" | "optimise page load performance" |
| Decomposition | Single vague request | Broken into logical components |
| Constraints | Unstated | Explicit limits, trade-offs, success criteria |
| Context | Missing | System fit, standards, prior attempts |
| Failure modes | Ignored | Anticipated and specified |
Role framing (e.g. "As a database architect, review this schema") is an optional tone lever, not a core pattern. Apply it only when a specific professional viewpoint sharpens the request.
Examples
These illustrate the transformation from novice to expert framing:
Original: "My back hurts, what should I do?"
Expert rewrite: "Provide guidance on managing back pain. Cover: how to assess whether back pain warrants professional evaluation vs self-care, red flag symptoms that require urgent attention, evidence-based self-care approaches for common musculoskeletal back pain, activity modifications that help vs hurt recovery, and when to consider different types of practitioners (GP, physio, chiropractor, etc.). Focus on helping me make informed decisions rather than diagnosing."
