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) | ❌ | ✅ |
git clone https://github.com/sky791016/lean-ai-dev-team ~/.claude/skills/lean-ai-prd-teamThen 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.
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: sky.kugua@gmail.com
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
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
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
| 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 |
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/
Copyright © 2026 Kai Shi (史凯) · sky.kugua@gmail.com · Founder of Lean AI Method
Apache 2.0 with Non-Commercial Restriction. Free for personal, educational, non-commercial use. Commercial use → sky.kugua@gmail.com
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
git clone https://github.com/sky791016/lean-ai-dev-team ~/.claude/skills/lean-ai-prd-teamgit 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：sky.kugua@gmail.com
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) · sky.kugua@gmail.com Apache 2.0 附非商业限制。专业版商业使用请联系 sky.kugua@gmail.com