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- Add Chinese semantic recognition (修复/优化/重构/更新/改进/清理) - Support -e/--enhance flags for explicit triggering - Streamline structure with tables and concise format - Add bilingual confirmation workflow (EN/CN) - Reduce examples section for better readability - Implement 4-priority trigger system (P1-P4) - Add visual workflow pipeline diagram 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
4.6 KiB
4.6 KiB
name, description, allowed-tools
| name | description | allowed-tools |
|---|---|---|
| Prompt Enhancer | Transform vague prompts into actionable specs using session memory + semantic analysis. AUTO-TRIGGER on (1) -e/--enhance flags, (2) vague keywords (fix/improve/refactor/修复/优化/重构), (3) unclear refs (it/that/这个/那个), (4) multi-module scope. Supports English + Chinese semantic recognition. | Bash, Read, Glob, Grep, AskUserQuestion |
Prompt Enhancer
Transform: Vague intent → Structured specification
Languages: English + Chinese (中英文语义识别)
Triggers
| Priority | Condition | Examples | Action |
|---|---|---|---|
| P1 | -e / --enhance flag |
"fix auth -e", "优化性能 --enhance" | Immediate enhancement |
| P2 | Vague keywords | EN: fix/improve/refactor CN: 修复/优化/重构/更新/改进 |
Semantic analysis |
| P3 | Unclear references | EN: it/that/the code CN: 这个/那个/它/代码 |
Context extraction |
| P4 | Multi-module scope | >3 modules or critical systems | Dependency analysis |
Process (4 Steps)
1. Semantic Analysis
Identify: Intent keywords (EN/CN) → Scope (file/module/system) → Domain (auth/API/DB/UI)
English: fix, improve, add, refactor, update, migrate Chinese: 修复, 优化, 添加, 重构, 更新, 迁移, 改进, 清理
2. Memory Extraction
Extract: Technical context → Current state → Dependencies → Constraints
3. Integration
Combine: Precise intent + Action steps (with files) + Critical constraints
4. User Confirmation (REQUIRED)
Use AskUserQuestion with 3 options → Execute/Review/Refine
Output Format
INTENT: [One-sentence technical goal]
CONTEXT: [Session memory + domain analysis]
ACTION:
1. [Step with file references]
2. [Step with file references]
3. [...]
ATTENTION: [Security/compatibility/testing constraints]
Semantic Patterns (EN + CN)
| Intent (EN/CN) | Semantic Meaning | Focus |
|---|---|---|
| fix/修复 + vague target | Debug & resolve | Root cause → preserve behavior |
| improve/优化 + no metrics | Enhance/optimize | Performance/readability |
| add/添加 + feature | Implement feature | Integration + edge cases |
| refactor/重构 + module | Restructure | Maintain behavior |
| update/更新 + version | Modernize | Version compatibility |
| clean up/清理 + area | Simplify/organize | Remove redundancy |
Scope Detection
| Input Pattern | Scope | Action |
|---|---|---|
| "fix button", "修复按钮" | Single file | Session memory only |
| "add auth", "添加认证" | Multi-module (>3) | Dependency analysis |
| "improve perf", "优化性能" | System-wide | Cross-cutting concerns |
Workflow
Trigger → Analyze → Enhance → Confirm → Execute
↓ ↓ ↓ ↓ ↓
P1-4 EN/CN INTENT/ 3 opts Direct
detect ACTION or iterate
- Detect: Check triggers (P1-P4)
- Analyze: Semantic (EN/CN) + Memory extraction
- Enhance: Generate structured output
- Confirm: AskUserQuestion (Execute/Review/Refine)
- Execute: Proceed based on user choice
Confirmation (AskUserQuestion)
Question: "已增强提示词,如何继续?/ Enhanced prompt ready. Proceed?"
Options:
- Execute now / 立即执行 - Proceed immediately
- Review first / 先查看 - Show full spec before execution
- Refine / 优化需求 - Iterate with user input
AskUserQuestion({
questions: [{
question: "I've enhanced your prompt. How would you like to proceed? (已增强提示词,如何继续?)",
header: "Execution",
multiSelect: false,
options: [
{ label: "Execute now", description: "Proceed immediately with enhanced spec" },
{ label: "Review first", description: "Show full specification before execution" },
{ label: "Refine", description: "Let me adjust the requirements" }
]
}]
})
Best Practices
- ✅ Detect
-e/--enhanceflags first (P1) - ✅ Support EN + CN semantic keywords
- ✅ Extract session memory context
- ✅ Use INTENT/CONTEXT/ACTION/ATTENTION format
- ✅ ALWAYS confirm with AskUserQuestion
- ✅ Execute directly if "Execute now" selected
- ✅ Include file references in ACTION steps
Examples
Input: "fix auth -e" / "优化性能 --enhance"
Output:
INTENT: [Clear technical goal / 明确技术目标]
CONTEXT: [Session memory findings / 会话记忆发现]
ACTION:
1. [Step with files / 带文件引用的步骤]
2. [Step with files / 带文件引用的步骤]
ATTENTION: [Constraints / 约束条件]
Confirm → Execute/Review/Refine