【我的一次AI -Vibe Coding 能力评估记录】

He少年2026-06-23 14:01

Vibe Coding 能力与会话执行介绍

项目 ：NRD ELN（电子实验记录本）

技术栈 ：Vue 3 + SpreadJS 17 | .NET 8 + SqlSugar + Oracle

AI 工具链 ：Cursor IDE + Graphify 知识图谱 + MCP Server

更新日期：2026-06-13

一、会话执行流程

每一次 AI 辅助开发的会话，都遵循以下标准流程：
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feature / structural
用户输入需求
路由器分类与图谱查询
量级判定
创建 CHG → 直改路径
编排路径
初始化 1 条任务看板
五道门执行
规格工程师：写 Spec/CHG
规划工程师：写 Plan + 拆 Tasks
编排器：初始化看板 + 派发 Agent
TDD：先写测试
实现：编码
测试：lint + build + test
安全：自检四项
AC 验收：逐条对照
汇总结果
刷新任务看板
更新知识图谱
输出会话轨迹

关键节点说明

节点 说明
路由器 每次会话第一入口，负责问题分类、图谱查询、量级判定
量级判定 hotfix（纯新增/修复）→ 直改；feature/structural → 需 Plan + 编排
五道门 TDD → 实现 → 测试 → 安全 → AC，每个 Task 必须全部通过
会话轨迹 结束时输出 JSONL 格式的执行记录，支持事后回溯

二、各项能力协作关系

💡 通俗理解：把 AI 辅助开发想象成一个工程队------

  • D3 上下文工程 = 📡 导航员（告诉大家"在哪、做什么"）
  • D2 工程方法 = 📏 监理（确保流程合规，不允许偷工减料）
  • D1 技术编码 = 🔨 施工队（实际写代码的人）
  • D4 安全与治理 = 🛡️ 安全员（全程巡查，发现隐患立即喊停）
  • D5 组织赋能 = 📚 培训部（沉淀经验，让新人也能快速上手）
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    分配任务
    全程巡查
    全程巡查
    全程巡查
    产出经验
    反哺改进
    反哺改进
    用户需求
    📡 D3 上下文工程

导航：查图谱、定位代码、提供上下文
📏 D2 工程方法

监理：定流程、设门禁、拆任务
🔨 D1 技术编码

施工：写代码、跑测试、交付功能
🛡️ D4 安全与治理

安全员：审查代码、拦截风险
📚 D5 组织赋能

培训部：沉淀模板、记录轨迹

协作逻辑一句话总结

复制代码 
导航员定位 → 监理定规则 → 施工队干活 → 安全员全程盯 → 培训部沉淀经验反哺全员

具体协作方式

从 → 到 协作内容
D3 → D2 图谱查询结果决定走"直改"还是"编排"路径
D2 → D1 SDD 门禁确保编码前有规范、有方案、有看板
D4 → 全员 安全规范 + Hook 提醒贯穿设计/实现/测试每一步
D1 → D5 每次实施产出任务看板 + 会话轨迹，积累团队知识
D5 → D3/D2 模板标准化输入，轨迹分析改进流程

三、能力体系总览

3.1 核心组件一览

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Rules 规则层
00-core 核心原则
01-sdd-gates SDD门禁
02-agent-git Git授权
03-security 安全规范
04-testing-gates 测试门禁
05-graphify-entry 图谱入口
10~12 代码风格
Skills 技能层
00-router 路由器
10-domain 领域索引
20-capabilities 工程能力
30-orchestrators 编排器
40-roles 角色定义
50-query 查表工具
60-template 模板设计
Hooks 自动化层
guard-claude-shell 结构变更守卫
guard-sdd-implement 编码前门禁
hint-sdd-security 安全提醒
hint-nrd-business-tests 测试提醒
remind-spec-history 规范提醒
Infrastructure 基础设施
Graphify 知识图谱
MCP Server
任务看板
会话轨迹

3.2 各能力详细介绍

🔀 路由器（00-router-skill）
项目 说明
定位 每次会话的第一入口
功能 问题分类 → 图谱查询 → 量级判定 → 路由分发
输出 `图谱：<词>
`量级：<hotfix/feature/structural>
约束 禁止跳过分类；feature/structural 禁止直改
📋 SDD 四阶段工作流（30-sdd-workflow）

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产物
产物
产物
规范 Specify
方案 Plan
任务 Tasks
实施 Implement
Spec/CHG 文档
Plan + 评审记录
任务看板 JSON
代码 + 测试 + 轨迹

阶段 入口条件 产物 出口条件
规范 图谱行已输出 Spec/CHG（含 AC + 安全声明） 状态 Approved
方案 Spec Approved Plan（含架构/影响/Tasks） 用户确认
任务 Plan 确认 任务看板初始化 看板与 CHG 一致
实施 G1~G5 全通过 代码 + 测试 + 看板刷新 + 轨迹 所有 AC 覆盖
🎭 六大角色
角色 图标 职责
规格工程师 👷 写 Spec/CHG，制定验收标准
规划工程师 💂 写 Plan，拆解 Tasks
后端工程师 🧔 实现后端代码与测试
前端工程师 🧝 实现前端代码与测试
测试工程师 🧙 补充测试与验收
代码审查员 🕵 风险审查与结论汇总
🪝 自动化 Hooks

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普通命令
写业务文件
缺失
通过
用户操作
beforeShell
提醒同步 CLAUDE.md
放行
preToolUse
检查 Spec + Plan + 看板
阻止编写
执行写入
postToolUse
安全自检提示
业务测试提示
规范历史提醒

Hook 触发时机 功能
guard-claude-shell Shell 命令前 检测目录变更，提醒同步 CLAUDE.md
guard-sdd-implement 写文件前 检查 Spec/Plan/看板是否就绪（G2/G3/G4）
hint-sdd-security 写后端文件后 输出安全自检清单
hint-nrd-business-tests 写业务文件后 输出业务流程测试检查清单
remind-spec-history 写 CHG 后 提醒更新 Spec 变更历史表
🗺️ Graphify 知识图谱
项目 说明
定位 项目级上下文记忆与语义检索
核心产物 graphify-out/graph.json（机器可读图谱）
MCP 集成 通过 MCP Server 暴露给 AI，支持实时查询
强制入图 新业务未命中时，同会话结束前必须完成 L0 入图
更新命令 graphify update .（增量）/ graphify update . --force（全量）
📐 模板与命令
命令/模板 说明
/new-spec 快速创建功能规格文档（Draft 状态）
/change-spec 快速创建变更设计文档
spec-fr-template 功能需求规格模板
chg-template 变更设计文档模板（含量级判定）

四、硬门禁与安全机制

编码前门禁（G1~G5）

复制代码 
□ G1  输出了 图谱：... 一行
□ G2  Spec/CHG 状态 ≥ Approved；feature/structural 有 Plan
□ G3  current-task-board.json 已初始化且与 CHG 一致
□ G4  Plan 含 ## Tasks
□ G5  轨迹块已输出

安全贯穿机制

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安全自检
安全测试
03-security.mdc
hint-sdd-security
04-testing-gates
设计阶段
实现阶段
测试阶段
部署阶段
规则约束
Hook 提醒
测试门禁

安全四项自检：

  1. SQL 防护 --- 参数化查询，禁止拼接
  2. 权限验证 --- 接口鉴权，数据隔离
  3. 敏感信息 --- 禁止硬编码密钥/凭证
  4. 输入验证 --- 类型/长度/格式校验

Git 提交最严约束

  • 禁止 AI 自动执行 git add / commit / push
  • 每次提交需用户明确授权
  • 提交前必须通过 lint + build + 结构同步检查

五、能力等级自评（D1~D5）

以下对照五维度能力框架，评估本项目已落地的 Vibe Coding 能力等级：

D1 技术编码（Coding & Implementation）

等级 可观察行为锚点 本项目达标情况
L1 AI 补全、单文件生成、正则/SQL/CRUD ✅ 基础能力
L2 多轮对话完成完整模块、单元测试 ≥60%、代码摘要 ✅ 已落地
L3 拆解需求为 sub-task、Plan-Mode 串联、多模型择优 ✅ SDD + 编排器
L4 定制 Lint/Test/Review Agent、跨服务重构、测试覆盖 ≥80% ⚡ 部分达标（有 Review 角色 + 测试门禁，跨服务重构待验证）
L5 集团级 AI 编码范式、项目级重写 🔲 未达

当前评估：L3~L4

D2 工程方法（SDD / Eval / Agentic Workflow）

等级 可观察行为锚点 本项目达标情况
L1 列 TODO、AI 自查、知道 Plan/Agent 区别 ✅ 基础能力
L2 写 spec.md、端到端验证、切换 Plan/Agent/Ask ✅ 已落地
L3 SDD 模式（spec→plan→tasks→impl→eval）、Eval 用例 ✅ 完整 SDD 四阶段
L4 团队级 Eval 流水线、SDD 规范落地、多 Agent 编排 ✅ 已达标（编排器 + 六角色 + 看板 + 轨迹）
L5 集团 AI-SDLC 标准 🔲 未达

当前评估：L4

D3 上下文工程（Context Engineering）

等级 可观察行为锚点 本项目达标情况
L1 知道 rules/AGENTS.md、@文件、知道 Skills ✅ 基础能力
L2 写自用 Rule、调用 Skill、@Past Chats/@Web ✅ 已落地
L3 编写可复用 Skill、配置 Hooks、管理项目/全局 Rule ✅ 7 大 Skill + 5 Hook + 10 Rule
L4 部门级 Skill/Rule 仓库、集成 MCP Server、Memory/图谱方案 ⚡ 部分达标（Graphify 图谱 + MCP 集成，仓库化待推广）
L5 集团级上下文治理规范 🔲 未达

当前评估：L3~L4

D4 安全与治理（Safety / Privacy / IP / Cost）

等级 可观察行为锚点 本项目达标情况
L1 密钥不进 git、不粘贴客户数据、知道幻觉 ✅ 基础能力
L2 识别安全漏洞、Lint + 静态扫描、.gitignore ✅ 已落地
L3 防御 Prompt Injection、工具白名单、Token 成本控制 ✅ 已达标（Git 最严约束 + Hook 门禁 + 安全自检）
L4 LLM 可观测性、模型审计、数据分级 🔲 待建设
L5 集团红队测试 🔲 未达

当前评估：L3

D5 组织赋能（Mentor / Knowledge / Culture）

等级 可观察行为锚点 本项目达标情况
L1 分享 AI 用法、演示工具配置 ✅ 基础能力
L2 1 对 1 答疑、个人最佳实践笔记 ✅ 已落地
L3 内部分享、复用产物被 ≥3 人采用、AI 周会/周报 ⚡ 部分达标（模板 + 看板 + 轨迹可视化，推广中）
L4 部门 AI 提效专项、方法论文档 🔲 待推进
L5 行业分享、培养 L4 🔲 未达

当前评估：L3

六、能力雷达图

#mermaid-svg-upqzTPzvrvY1B6oM{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-upqzTPzvrvY1B6oM .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-upqzTPzvrvY1B6oM .error-icon{fill:hsl(355.7480314961, 55.9471365639%, 60.4901960784%);}#mermaid-svg-upqzTPzvrvY1B6oM .error-text{fill:rgb(44.3832599119, 157.1167400883, 149.1277533042);stroke:rgb(44.3832599119, 157.1167400883, 149.1277533042);}#mermaid-svg-upqzTPzvrvY1B6oM .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-upqzTPzvrvY1B6oM .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-upqzTPzvrvY1B6oM .marker{fill:#0b0b0b;stroke:#0b0b0b;}#mermaid-svg-upqzTPzvrvY1B6oM .marker.cross{stroke:#0b0b0b;}#mermaid-svg-upqzTPzvrvY1B6oM svg{font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-upqzTPzvrvY1B6oM p{margin:0;}#mermaid-svg-upqzTPzvrvY1B6oM .pieCircle{stroke:#000000;stroke-width:2px;opacity:0.7;}#mermaid-svg-upqzTPzvrvY1B6oM .pieOuterCircle{stroke:#000000;stroke-width:1px;fill:none;}#mermaid-svg-upqzTPzvrvY1B6oM .pieTitleText{text-anchor:middle;font-size:25px;fill:#000000;font-family:"trebuchet ms",verdana,arial,sans-serif;}#mermaid-svg-upqzTPzvrvY1B6oM .slice{font-family:"trebuchet ms",verdana,arial,sans-serif;fill:#000000;font-size:17px;}#mermaid-svg-upqzTPzvrvY1B6oM .legend text{fill:#000000;font-family:"trebuchet ms",verdana,arial,sans-serif;font-size:17px;}#mermaid-svg-upqzTPzvrvY1B6oM :root{--mermaid-font-family:"trebuchet ms",verdana,arial,sans-serif;} 24% 21% 21% 18% 18% 五维度能力等级（满分 L5） D1 技术编码 (L3.5) D2 工程方法 (L4) D3 上下文工程 (L3.5) D4 安全与治理 (L3) D5 组织赋能 (L3)

七、核心优势总结

优势 体现
规范先行 所有实施必经 Spec → Plan → Tasks → Implement，禁止跳过
多层硬门禁 Git 授权、编码前检查、安全自检，环环相扣
知识图谱驱动 Graphify 主动维护项目上下文，未命中强制入图
真实 Agent 编排 多角色并发派发，严格依赖与冲突检查
实时可视化 任务看板 + 会话轨迹，支持事后回溯
安全贯穿全程 设计→实现→测试→部署，每步有检查点
可复用可扩展 模板、看板、轨迹全部机器可读，支持跨项目复制

八、文件索引

分类 关键文件 说明
核心配置 CLAUDE.md 项目总览与入口指针
.cursor/rules/ 10 条分层规则
.cursor/skills/ 7 大技能分类
.cursor/hooks.json Hook 触发配置
.cursor/mcp.json MCP 服务配置
流程定义 .cursor/skills/30-orchestrators/ SDD 编排器
.cursor/skills/20-capabilities/30-sdd-workflow/ 四阶段手册
.cursor/skills/00-router-skill/ 路由与图谱
任务管理 .cursor/trajectories/current-task-board.json 实时看板
.cursor/templates/ 文档模板库
运维工具 .cursor/check-claude-sync.ps1 结构同步检查
.cursor/hooks/ 5 个自动化脚本
知识库 graphify-out/graph.json 知识图谱
docs/specs/ 功能规格
docs/change/ 变更文档
docs/plans/ 技术方案
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