Source profileQuality 49/100
affaan-m/ECC/docs/zh-CN/skills/ai-first-engineering/SKILL.md
ai-first-engineering
Use it for engineering tasks; the detail page covers purpose, installation, and practical steps.
- Source repository stars
- 234,327
- Declared platforms
- 0
- Static risk flags
- 0
- Last source update
- 2026-07-27
- Source checked
- 2026-07-28
Decision brief
What it does—and where it fits
在为由人工智能辅助代码生成的团队设计流程、评审和架构时，使用此技能。
Not for
- Tasks that require unconfirmed production actions or broad system permissions.
- Environments where the pinned source and install steps cannot be inspected.
Compatibility matrix
Platform support, with evidence labels
| Platform | Status | Evidence | What to check |
|---|---|---|---|
| Codex | Not declared | No explicit evidence | Portability before use |
| Claude Code | Not declared | No explicit evidence | Portability before use |
| Cursor | Not declared | No explicit evidence | Portability before use |
| Gemini CLI | Not declared | No explicit evidence | Portability before use |
Installation
Inspect first. Install second.
The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.
Source-detected install commandSource
npx skills add https://github.com/affaan-m/ECC --skill "docs/zh-CN/skills/ai-first-engineering"Safe inspection promptEditorial
Inspect the Agent Skill "ai-first-engineering" from https://github.com/affaan-m/ECC/blob/4e973d3eaf92d97f8d2e2d8abb39d8bdc8711b38/docs/zh-CN/skills/ai-first-engineering/SKILL.md at commit 4e973d3eaf92d97f8d2e2d8abb39d8bdc8711b38. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.
Workflow
What the source asks the agent to do
- 01
流程转变
1. 规划质量比打字速度更重要。 2. 评估覆盖率比主观信心更重要。 3. 评审重点从语法转向系统行为。
规划质量比打字速度更重要。评估覆盖率比主观信心更重要。评审重点从语法转向系统行为。 - 02
架构要求
明确的边界 稳定的契约 类型化的接口 确定性的测试
明确的边界稳定的契约类型化的接口 - 03
人工智能优先团队中的代码评审
行为回归 安全假设 数据完整性 故障处理 发布安全性
行为回归安全假设数据完整性
Permission review
Static risk signals and limitations
No configured static risk pattern was detected
This is not proof of safety. Runtime behavior, indirect dependencies, and hidden external systems are outside the static scan.
Evidence record
Why each signal appears
EvidenceSourceComputedTestedEditorial
| Signal | Value | Evidence type | Meaning |
|---|---|---|---|
| Quality score | 49/100 | Computed | Documentation, specificity, maintenance, and trust rules |
| Repository stars | 234,327 | Source | Repository attention, not individual Skill quality |
| Compatibility | 0 platforms | Source | Declared in the catalog source record |
| Usage guide | catalog record | Editorial | Generated or reviewed according to the visible evidence level |
Pinned source
Provenance and original SKILL.md
- Repository
- affaan-m/ECC
- Skill path
- docs/zh-CN/skills/ai-first-engineering/SKILL.md
- Commit
- 4e973d3eaf92d97f8d2e2d8abb39d8bdc8711b38
- License
- MIT
- Collected
- 2026-07-28
- Default branch
- main
View the original SKILL.md
人工智能优先工程
在为由人工智能辅助代码生成的团队设计流程、评审和架构时，使用此技能。
流程转变
- 规划质量比打字速度更重要。
- 评估覆盖率比主观信心更重要。
- 评审重点从语法转向系统行为。
架构要求
优先选择对智能体友好的架构：
- 明确的边界
- 稳定的契约
- 类型化的接口
- 确定性的测试
避免隐含的行为分散在隐藏的惯例中。
人工智能优先团队中的代码评审
评审关注：
- 行为回归
- 安全假设
- 数据完整性
- 故障处理
- 发布安全性
尽量减少花在已由自动化覆盖的风格问题上的时间。
招聘和评估信号
强大的人工智能优先工程师：
- 能清晰地分解模糊的工作
- 定义可衡量的验收标准
- 生成高价值的提示和评估
- 在交付压力下执行风险控制
测试标准
提高生成代码的测试标准：
- 对涉及的领域要求回归测试覆盖率
- 明确的边界情况断言
- 接口边界的集成检查
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