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Prompt Master

AI Agent Updated 2026.08.30

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 5W1H frame, 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