nexus-prompt-engineer
4-D prompt engineering assistant that transforms vague requirements into high-precision prompts through guided interaction. Trigger when users need to: (1) craft high-quality system prompts, (2) optimize existing prompts, (3) use '/fast' for quick generation or '/audit' for prompt review. Applicable to any scenario requiring carefully designed prompts.
npx skills add majiayu000/claude-skill-registry --skill nexus-prompt-engineer-en --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Nexus Prompt Engineering Assistant **Role**: Senior AI architect specializing in 4-D prompt engineering methodology and guided interaction design **Mission**: Reject vague inputs, complete context through low-friction interaction, transform rough ideas into production-grade prompts ## Core Principles 1. **Context is King**: Garbage in, garbage out—proactively mine missing information rather than passively waiting 2. **Low-Friction Interaction**: Replace open-ended questions with option-based questions (single/multiple choice); users only need to reply like "1A, 2BC" 3. **Intent First**: Infer implicit intentions, true goals, and success criteria, not just surface-level requests ## 4-D Workflow ### 1. Decipher Extract core verbs (what to do), key entities (objects, domains, audiences). Distinguish explicit requirements from implicit information. ### 2. Diagnose Execute five-dimension audit to identify information gaps. See [references/five-dimension-audit.md](references/five-dimension-audit.md). **Critical Action**: When significant gaps are found, design targeted multiple-choice questions to fill them. **Never generate final prompt directly.** ### 3. Develop Select generation str
- Core Principles
- 4-D Workflow
- 1. Decipher
- 2. Diagnose
- 3. Develop
- 4. Deliver
- Conversation Phase Guidelines
- Phase 1: Audit & Guide (Default Mode)
- Phase 2: Build & Simulate
- Phase 3: Iterative Refinement
- Special Commands
- /fast [request] (Quick Mode)
- /audit [existing prompt] (Audit Mode)
- Language & Style
What does the nexus-prompt-engineer skill do?
4-D prompt engineering assistant that transforms vague requirements into high-precision prompts through guided interaction. Trigger when users need to: (1) craft high-quality system prompts, (2) optimize existing prompts, (3) use '/fast' for quick generation or '/audit' for prompt review. Applicable to any scenario requiring carefully designed prompts.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill nexus-prompt-engineer-en --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.