Three independent assets for improving prompt quality. Use them on their own — they are not chained.
A formal agent skill definition describing prompt-engineering competencies, protocols, and a token-budget framework.
How to use:
- As an agent skill: load it into an agent framework (e.g., Claude Skills, custom agent configs) as a persistent capability the agent can invoke.
- As a system prompt: paste it into the system / developer message slot of an LLM session to make the model behave as a prompt-engineering specialist for the whole conversation.
- As a reference: read it directly to learn the methodology, competencies, and token-budgeting discipline it codifies.
Correct possible system paths for placing SKILLS-expert-prompt-engineering-optimization.md (or its content as SKILL.md) when using it with AI in an IDE:
- .agents folder (for agent/framework configurations)
your-project/.agents/prompt-engineering-expert/SKILLS-expert-prompt-engineering-optimization.md
~/.agents/skills/prompt-engineering-expert/SKILLS-expert-prompt-engineering-optimization.md
- Project-specific skill (recommended — version-controlled)
your-project/.claude/skills/prompt-engineering-expert/SKILLS-expert-prompt-engineering-optimization.md
- Personal/global skill (available across all projects)
~/.claude/skills/prompt-engineering-expert/SKILLS-expert-prompt-engineering-optimization.md
- Direct project root (simple system prompt reference)
your-project/SKILLS-expert-prompt-engineering-optimization.md
- Custom skills directory in repo
your-project/skills/prompt-expert/SKILLS-expert-prompt-engineering-optimization.md
your-project/.claude/skills/prompt-expert/SKILLS-expert-prompt-engineering-optimization.md
- Alternative IDE (e.g. Cursor)
your-project/.cursor/skills/prompt-engineering-expert/SKILLS-expert-prompt-engineering-optimization.md
Best for: long-running agents, repeated prompt-optimization workflows, or teams standardizing on a shared methodology.
A ready-to-use prompt template that refactors any prompt you paste into it.
How to use:
- Open
highest-quality-most-effective-prompt-possible.mdand copy its entire contents. - Paste it into a chat with any capable LLM (ChatGPT, Claude, Gemini, etc.).
- Replace
[Insert the user's prompt here]with your actual prompt; what you want the AI to do. - Submit. The model returns only the Refined Prompt — no commentary.
- Copy and Paste the Refined Prompt into a New Chat, and press Submit.
Best for: quick, one-shot prompt rewrites when you just need a better version of a draft.
A ready-to-use prompt template that generates an image prompt based on any file you reference or attach to it.
How to use:
- Open
image-prompt.mdand copy its entire contents. - Paste it into a chat with any capable LLM (ChatGPT, Claude, Gemini, etc.).
- Re-word the sentence ""in the attached reference image (the uploaded file at [file path])"" so that the AI understands what file you are referencing. For example ""in the attached reference image."" or """"in the uploaded file at
path/to/file.ext"" - Submit. The model returns only the Refined Prompt — no commentary.
- Copy and Paste the Refined Prompt into a New Chat in an Image AI Generator, and press Submit.
Best for: quick, one-shot prompt rewrites when you just need a better version of a draft.
| Need | Use |
|---|---|
| Equip an agent or session with ongoing prompt-engineering expertise | SKILLS-expert-prompt-engineering-optimization.md |
| Refine one prompt right now | highest-quality-most-effective-prompt-possible.md |
| Need an image based on a document or file | image-prompt.md |