ANFSF V1.5.6 Skill - Enhanced Hybrid Adaptive Parser
AI Native Full-Stack Software Factory V1.5.6 - Enhanced Hybrid Adaptive Parser with 100% health status (187/187 tests)
Overview
This skill provides enhanced requirement refinement capabilities for ANFSF (AI Native Full-Stack Software Factory) architecture, featuring:
- Hybrid Adaptive Parser: Smart detection of complex requirements with weighted scoring system
- Negation Handling: Avoids false positives (e.g., "不需要多级审批" is not detected as complex)
- Multi-format Support: Supports Mermaid, PlantUML, and image references
- Template Matching: Automatically matches historical templates
- Complete Rollback: Automatic rollback mechanism with monitoring
Key Features
1. Hybrid Adaptive Parser
Intelligently detects complex requirements using weighted scoring system:
- Multi-level审批 workflow: +3 points
- Cross-department collaboration: +1 point per department
- Complex data visualization: +2 points
- External system integration: +2 points
- Complex permission system: +2 points
2. Negation Processing
Detects negative keywords to reduce false positives:
- "不需要" (not required)
- "无需" (no need)
- "不要" (don't want)
- "no", "without", "not required"
3. Multi-format Content Support
- Mermaid flowcharts
- PlantUML diagrams
- Image references (OCR preparation)
- Markdown tables and lists
4. Template Matching
Automatically matches historical templates:
fixed-asset-investment(固定资产投资)project-management(项目管理)hr-system(人力资源系统)
Usage
The skill automatically selects the appropriate parsing strategy based on requirement complexity:
const skill = new RequirementRefinerSkill(context);
const result = await skill.refine(rawRequirement);Architecture
- Layer 8.5 Governance: Full governance control plane
- MemPalace Memory: Enhanced memory architecture with isolated wings
- Evolution Harness: Supported for self-calibration
Installation
clawhub install @anfsf-v1/openclaw-skill@1.5.6Requirements
- Node.js >= 20.0.0
- OpenClaw >= 2026.3.24
License
MIT