Lean AI PRD Team

🌐 sky791016.github.io/lean-ai-dev-team

Standard vs. Pro

| | lean-ai-prd-team · Standard | lean-ai-prd-team-pro · Pro | |---|---|---| | Price | Free | Commercial authorization required | | Agents | 8 | 10 | | Scenarios | Greenfield / Refactor / Review | Greenfield / Refactor / Review | | Business Planner → PM → BA | ✅ | ✅ | | Technical Architect | ✅ | ✅ | | Frontend + Backend + Data | ✅ | ✅ | | Compliance PM (4-loop) | ✅ | ✅ | | Code Auditor (OWASP + Health Score /100) | ❌ | ✅ | | BA FP Sizing (IFPUG UFP) | ❌ | ✅ | | Value Assessor (Realized Value Score /100) | ❌ | ✅ |

English

Install Standard (Free)

git clone https://github.com/sky791016/lean-ai-dev-team ~/.claude/skills/lean-ai-prd-team

Then in Claude Code:

/lean-ai-prd-team [全新项目] your task
/lean-ai-prd-team [重构优化] your task
/lean-ai-prd-team [项目评审] your task

Other IDEs: Copy lean-ai-prd-team/SKILL.md into your system prompt / instruction file.

Install Pro (Commercial)

git clone https://github.com/sky791016/lean-ai-dev-team /tmp/lean-ai
cp -R /tmp/lean-ai/lean-ai-prd-team-pro ~/.claude/skills/

Then:

/lean-ai-prd-team-pro [全新项目] your task
/lean-ai-prd-team-pro [重构优化] your task
/lean-ai-prd-team-pro [项目评审] your task

Commercial use requires written authorization — contact: [email protected]

The 8-Agent Team (Standard)

Phase 1  Business Planner     L1-L5 scenario · Business case · 3-phase roadmap
Phase 2  Product Manager      ROI model · Scenario card · KPI dashboard
Phase 3  Business Analyst     Epics · User stories · Acceptance criteria · Human-AI design
Phase 4  Technical Architect  ADRs · API contracts · Clean Core design

Phase 5  Frontend  ─┐
(parallel) Backend  ─┤  Implement against architect's contracts
         Data       ─┘

Phase 6  Compliance PM        4-loop check · Conflict report · DoD sign-off

The 10-Agent Team (Pro)

Phase 0  Code Auditor ★       OWASP Top 10 · N+1 detection · Health Score /100
Phase 1  Business Planner
Phase 2  Product Manager
Phase 3  Business Analyst ★   + IFPUG FP table (UFP total)
Phase 4  Technical Architect

Phase 5  Frontend  ─┐
(parallel) Backend  ─┤
         Data       ─┤
         Value ★    ─┘  Assessor: 4-dimension benefit · Realized Value Score /100

Phase 6  Compliance PM

Example Prompts

Greenfield:

/lean-ai-prd-team-pro [全新项目]

Background: Legal team reviews 50+ supplier contracts/day, avg 2 hours each.
Goal: AI agent to auto-flag high-risk clauses and suggest revisions.
Constraints: Core ERP (SAP) cannot be modified. Chinese contracts. Human sign-off required.
Stack: Python Flask + PostgreSQL + React

Refactor:

/lean-ai-prd-team-pro [重构优化]

Current: Order query P99 = 4.2s, no test coverage, 3-year-old code.
Goal: P99 < 500ms + AI personalized recommendations.
Files: src/order/OrderService.java
DB: MySQL, 80M rows

Review:

/lean-ai-prd-team-pro [项目评审]

AI customer service system launching tomorrow.
Focus: Security vulnerabilities · AI hallucination risk · Concurrency · Data privacy
Files: src/chat/ChatController.java, src/ai/LLMService.java
Output: CTO-ready report

Works With Any IDE

| IDE | How | |---|---| | Claude Code | Native /lean-ai-prd-team or /lean-ai-prd-team-pro | | Cursor | Paste SKILL.md → .cursorrules | | Windsurf | Paste SKILL.md → AGENTS.md | | GitHub Copilot | Paste → .github/copilot-instructions.md | | JetBrains AI | Settings → AI → Prompts → paste | | 通义灵码 / CodeBuddy / Comate | System Prompt → paste | | Pure API | system role → SKILL.md content |

Repository Structure

lean-ai-dev-team/
├── SKILL.md                    ← Standard skill (root, for one-line install)
├── README.md
├── LICENSE
├── lean-ai-prd-team/           ← Standard (8 agents · free)
│   └── SKILL.md
├── lean-ai-prd-team-pro/       ← Pro (10 agents · commercial)
│   └── SKILL.md
├── docs/                       ← Website (GitHub Pages)
└── references/

License

Copyright © 2026 Kai Shi (史凯) · [email protected] · Founder of Lean AI Method

Apache 2.0 with Non-Commercial Restriction. Free for personal, educational, non-commercial use. Commercial use → [email protected]

中文说明

标准版 vs 专业版

标准版（免费） — 8 个智能体，覆盖全新项目、重构优化、项目评审三种场景。

专业版（商业授权） — 在标准版基础上增加：

• 代码审计师 — OWASP Top 10 安全扫描 + 架构健康评分 /100
• BA 功能点分析 — 完整 IFPUG ILF/EIF/EI/EO/EQ，输出 UFP 总量
• 效益评估师 — 4 维度效益体系，Realized Value Score /100，对比 PM 原始 ROI 模型

安装标准版

git clone https://github.com/sky791016/lean-ai-dev-team ~/.claude/skills/lean-ai-prd-team

安装专业版

git clone https://github.com/sky791016/lean-ai-dev-team /tmp/lean-ai
cp -R /tmp/lean-ai/lean-ai-prd-team-pro ~/.claude/skills/

商业使用请联系：[email protected]

方法论

基于 精益AI方法论（Lean AI Methodology），作者：史凯（Kai Shi）

"AI 转型不是采购大模型，而是以业务场景为核心，对流程、数据、组织、技术、运营进行精益化重构。"

官网：sky791016.github.io/lean-ai-dev-team

Copyright © 2026 Kai Shi (史凯) · [email protected] Apache 2.0 附非商业限制。专业版商业使用请联系 [email protected]