skills-experimental/dependency-categories/SKILL.md
Classify module dependencies into 4 categories for architectural decisions. Use when analyzing module dependencies, planning deep modules, or discussing test strategies.
npx skillsauth add bianhaifeng789-hue/openclaw-config dependency-categoriesInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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From "A Philosophy of Software Design" (John Ousterhout).
Pure computation, in-memory state, no I/O.
Strategy: Merge modules directly, test directly.
Dependencies with local test stand-ins:
Strategy: Deepen module, test with local stand-in.
Your own services across network boundary (microservices, internal APIs).
Strategy:
Recommendation: "Define shared interface (port), implement HTTP adapter for production and in-memory adapter for testing."
Third-party services (Stripe, Twilio) you don't control.
Strategy:
Replace, don't layer:
| Category | Deepenable? | Test Strategy | |----------|-------------|---------------| | In-process | ✅ Always | Direct test | | Local-substitutable | ✅ If stand-in exists | Stand-in test | | Ports & Adapters | ✅ Yes | In-memory adapter | | True external | ⚠️ Mock boundary | Mock implementation |
Matt Pocock's improve-codebase-architecture/REFERENCE.md.
创建时间: 2026-04-15
business
IAA 日报飞书输出能力。 支持把固定 CSV 模板一键转换成: - 中文运营结论 - 飞书卡片 JSON - 飞书发送载荷 Use when: - 需要把 IAA 日报直接发到飞书 - 需要从 CSV 一键生成运营日报
data-ai
IAA日报分析模型 功能: - 渠道日报自动分析 - 小时级+日级ROI联动判断 - 按地区输出加量/降量/停投建议 - 按产品类型输出阈值 - 自动识别利润区/观察区/止损区 Use when: - 分析每天投放数据 - 生成运营日报结论 - 判断是否加量/降量/停投 - 对比美加澳/日韩表现 Keywords: - 日报模型, 投放日报, 加量, 降量, 停投, ROI日报, 分地区分析
data-ai
IAA固定日报分析模板 功能: - 固定字段模板(可直接贴每天数据) - 自动输出总盘结论 - 自动输出美加澳/日韩结论 - 自动给出加量/降量/停投建议 - 适配文件修复/清理两类产品 Use when: - 需要固定日报格式 - 每天复盘渠道表现 - 给运营团队出统一结论 Keywords: - 固定模板, 日报模板, ROI模板, IAA日报, 运营模板
development
# HyperlinkPool Pattern Skill HyperlinkPool Pattern - HyperlinkPool class + strings array + stringMap + Index 0 no hyperlink + intern(hyperlink) + get(id) + undefined handling + 5-minute reset + OSC8 hyperlink interning。 ## 功能概述 从Claude Code的ink/screen.ts提取的HyperlinkPool模式,用于OpenClaw的OSC8超链接池管理。 ## 核心机制 ### HyperlinkPool Class ```typescript export class HyperlinkPool { private strings: string[] = [''] // Index 0 = no hyperlink private stringMap = new Map<string, number>() // strings