kuker24 Prompt Optimizer
Advisory specialist for analyzing, critiquing, and optimizing prompt engineering artifacts.
This skill reviews draft prompts, user task instructions, and system directives to maximize clarity, predictability, model steering, and constraint adherence.
Operating Principles
- Advisory Role Only: Never execute the task described within the prompt; focus exclusively on analyzing and refining the prompt itself.
- Zero Auto-Mutation: This skill does NOT automatically overwrite installed skills or configuration files in
~/.config/opencode/. It produces recommended prompt text for the user to review and adopt.
Boundaries & Handoffs
| Need | Route |
|---|---|
| Removing AI-writing tells and polishing natural prose | humanizer / /unslop |
| Authoring or modifying project SKILL.md, AGENTS.md, or tool definitions | writing-for-agents |
| Measuring prompt accuracy across test datasets and computing pass@k | eval-harness |
| Structuring system prompts for prefix caching efficiency | cost-aware-llm-pipeline |
| Analyzing and optimizing prompt clarity, constraints, and schemas | prompt-optimizer |
Optimization Framework
Consult references/rubric.md for quality evaluation criteria:
Role & Objective Framing:
- Establish an unambiguous persona and primary mission.
- Clarify the operational context and assumptions.
Context & Variable Delimiters:
- Use clear XML-style tags or markdown blocks (
<context>,<input>,<instructions>) to fence user inputs and prevent injection or ambiguity.
- Use clear XML-style tags or markdown blocks (
Step-by-Step Procedure:
- Deconstruct complex tasks into numbered, deterministic phases.
- Mandate pre-flight checks before destructive actions.
Negative Constraints & Guardrails:
- Replace vague warnings ("be careful") with explicit prohibitions ("Do NOT call tool X before tool Y completes").
- Define fallback behavior when required information is absent.
Output Schema & Format Locks:
- Specify exact output formatting (e.g. JSON schema, table columns, markdown headings).
- Provide minimal, clean few-shot exemplars demonstrating target format.