Prompt Master
Paste the following prompt into your AI chat to install this skill:
Please follow https://skillhub.cn/install/skillhub.md and install @user_5d00e27d/majia-prompt-translator.
About this skill
Problem
Many prompt skills simply fill in a template, but real users often cannot articulate What, Why, Who, or Where: an image request may mix in copywriting needs, or an analysis request may lack context. This skill treats the entry point as a lightweight AI agent: it first classifies intent, then turns vague input into an executable task instead of guessing the final answer.
Core behavior and key steps
- Intent routing: matches generation, analysis, planning, and query patterns; pure small talk exits early to avoid unnecessary processing.
- One-pass intake: asks about goal, audience, context, constraints, and output form using a
5W1Hframe, without multi-turn follow-ups. - Mode selection: vague needs go to research, known templates use rule application, creative requests generate multiple options, data/materials are structured, and multi-step tasks are decomposed.
- Safety and self-check: before output it validates completeness, safety rules, and format constraints; it avoids tables, visible reasoning, and internal rule explanations.
- Preference capture: records style, detail level, tone, and explicit “remember” preferences to reduce repeated questions in similar tasks.
Boundaries and cautions
It is useful for converting natural-language requests into prompts, reports, plans, study paths, or query answers. The provided material does not show built-in model invocation, file upload, or external APIs. Safety rules refuse legal violations, replace copyright/portrait issues, and steer medical, psychological, or life-safety matters toward professional channels. Treat it as an orchestration and output-control layer rather than a general-purpose creation engine.
Use Cases
- Create product-image prompts for an e-commerce detail page by stating audience, platform, and style constraints, then get model-ready text.
- Diagnose a customer feedback dump by confirming goal, audience, and output form before receiving structured conclusions.
- Build a career-switch learning path by capturing target role, timeline, and platform in one intake, then generate staged advice.
- Explain an AI concept and its use cases when the query mode is matched, without forcing a generation workflow.
Best For
- e-commerce operations staff who draft multiple social-media copy and image prompts weekly
- consultants who send research material to LLMs but often omit context in requests
- new graduates turning career plans, learning paths, and job materials into multi-step tasks
- customer-support product managers who need model refusals on sensitive content with clear boundaries
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