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From: catlog22 <catlog22@github.com>
Date: Tue, 21 Oct 2025 15:33:27 +0800
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+---
+name: Prompt Enhancer
+description: Transform vague prompts into actionable specs using intelligent analysis and session memory. Use when user input contains -e or --enhance flag.
+allowed-tools: (none)
+---
+
+# Prompt Enhancer
+
+**Transform**: Vague intent → Structured specification (Memory-based, Direct Output)
+
+**Languages**: English + Chinese (中英文语义识别)
+
+## Process (Internal → Direct Output)
+
+**Internal Analysis**: Intelligently extract session context, identify tech stack, and structure into actionable format.
+
+**Output**: Direct structured prompt (no intermediate steps shown)
+
+## Output Format
+
+**Dynamic Structure**: Adapt fields based on task type and context needs. Not all fields are required.
+
+**Core Fields** (always present):
+- **INTENT**: One-sentence technical goal
+- **ACTION**: Concrete steps with technical details
+
+**Optional Fields** (include when relevant):
+- **TECH STACK**: Relevant technologies (when tech-specific)
+- **CONTEXT**: Session memory findings (when context matters)
+- **ATTENTION**: Critical constraints (when risks/requirements exist)
+- **SCOPE**: Affected modules/files (for multi-module tasks)
+- **METRICS**: Success criteria (for optimization/performance tasks)
+- **DEPENDENCIES**: Related components (for integration tasks)
+
+**Example (Simple Task)**:
+```
+📋 ENHANCED PROMPT
+
+INTENT: Fix authentication token validation in JWT middleware
+
+ACTION:
+1. Review token expiration logic in auth middleware
+2. Add proper error handling for expired tokens
+3. Test with valid/expired/malformed tokens
+```
+
+**Example (Complex Task)**:
+```
+📋 ENHANCED PROMPT
+
+INTENT: Optimize API performance with caching and database indexing
+
+TECH STACK:
+- Redis: Response caching
+- PostgreSQL: Query optimization
+
+CONTEXT:
+- API response times >2s mentioned in previous conversation
+- PostgreSQL slow query logs show N+1 problems
+
+ACTION:
+1. Profile endpoints to identify slow queries
+2. Add PostgreSQL indexes on frequently queried columns
+3. Implement Redis caching for read-heavy endpoints
+4. Add cache invalidation on data updates
+
+METRICS:
+- Target: <500ms API response time
+- Cache hit ratio: >80%
+
+ATTENTION:
+- Maintain backward compatibility with existing API contracts
+- Handle cache invalidation correctly to avoid stale data
+```
+## Workflow
+
+```
+Trigger (-e/--enhance) → Internal Analysis → Dynamic Output
+         ↓                       ↓                  ↓
+   User Input           Assess Task Type      Select Fields
+                    Extract Memory Context    Structure Prompt
+```
+
+1. **Detect**: User input contains `-e` or `--enhance`
+2. **Analyze**:
+   - Determine task type (fix/optimize/implement/refactor)
+   - Extract relevant session context
+   - Identify tech stack and constraints
+3. **Structure**:
+   - Always include: INTENT + ACTION
+   - Conditionally add: TECH STACK, CONTEXT, ATTENTION, METRICS, etc.
+4. **Output**: Present dynamically structured prompt
+
+## Enhancement Guidelines (Internal)
+
+**Always Include**:
+- Clear, actionable INTENT
+- Concrete ACTION steps with technical details
+
+**Add When Relevant**:
+- TECH STACK: Task involves specific technologies
+- CONTEXT: Session memory provides useful background
+- ATTENTION: Security/compatibility/performance concerns exist
+- SCOPE: Multi-module or cross-component changes
+- METRICS: Performance/optimization goals need measurement
+- DEPENDENCIES: Integration points matter
+
+**Quality Checks**:
+- Make vague intent explicit
+- Resolve ambiguous references
+- Add testing/validation steps
+- Include constraints from memory
+
+## Best Practices
+
+- ✅ Trigger only on `-e`/`--enhance` flags
+- ✅ Use **dynamic field selection** based on task type
+- ✅ Extract **memory context ONLY** (no file reading)
+- ✅ Always include INTENT + ACTION as core fields
+- ✅ Add optional fields only when relevant to task
+- ✅ Direct output (no intermediate steps shown)
+- ❌ NO tool calls
+- ❌ NO file operations (Bash, Read, Glob, Grep)
+- ❌ NO fixed template - adapt to task needs