ai-architect-lite
Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.
Best use case
ai-architect-lite is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.
Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.
Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.
Practical example
Example input
Use the "ai-architect-lite" skill to help with this workflow task. Context: Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.
Example output
A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.
When to use this skill
- Use this skill when you want a reusable workflow rather than writing the same prompt again and again.
When not to use this skill
- Do not use this when you only need a one-off answer and do not need a reusable workflow.
- Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/ai-architect-lite/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How ai-architect-lite Compares
| Feature / Agent | ai-architect-lite | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Lightweight playbook distilled from AI Architecture to keep dual-engine memory (.ai_context) and manifest dispatcher with minimal overhead; use when bootstrapping or porting the pattern into Claude Skills format.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# AI Architect Lite > 精简版「AI Architecture」：保留 `.ai_context` 记忆协议与 manifest 驱动调度，服务轻量项目或快速移植场景。 ## 适用场景 - 新建/迁移仓库，希望用最小开销引入 `.ai_context` + slash-first 调度。 - 需要统一开发日志格式，但不启用完整 Pro 协议。 - 想把 AI Architect 的初衷以 Claude Skill 形式交付，供其他会话直接加载。 ## 快速上手 1. 解析路径：`PROJECT_ROOT` = 当前仓库；`TOOLKIT_PATH` = 本技能所在目录（用于引用资源）。 2. 检查 `PROJECT_ROOT/.ai_context/03_ACTIVE_TASK.md`；缺失则按 `references/lite-protocol.md` 模板创建或运行 `python skills/project-init/entrypoint.py`。 3. 阅读 `03_ACTIVE_TASK.md` 获取 Current Mission；若存在 `01/02` 则作为补充规则加载，不强制解析全部细节。 4. 查看 `.ai-manifest.json`：优先使用 `commands` 中的 slash 触发；若无 `cognitive_skills` 配置，则保持纯命令模式。 - 新手护栏：若拿不准流程，先快速浏览 `references/superpowers-lite.md`，按其“迷你 TDD”“快速执行模板”走一遍。 - 仅本技能加载时的默认动作：先输出友好欢迎语，告诉用户你已启用 AI Architect Lite，并给出 3 个可选下一步（如：① 生成迷你计划 `python scripts/plan_helper.py ...`；② 填写/创建 `.ai_context/03_ACTIVE_TASK.md`；③ 用 `scripts/append_log.py` 记录第一次动作）。 ## 工作流程（Loop） - **Dispatcher 次序**：Slash > Intent（可选）> 普通对话；未命中技能时按当前任务回答。 - **迷你流程（面向新手）**：用 3 步走完——① 写目标/约束/<=5 步计划（可直接在回答里列出，或运行 `python scripts/plan_helper.py --goal \"...\" --steps \"...\" --validation \"...\" --out -` 获取模板）；② 先写“会失败”的验证点（命令或检查点），再动手；③ 完成后按验证点复跑并记录结果。 - **日志写入**：优先运行 `python scripts/append_log.py --note "..." --action "..." --changes "..." --outcome "..." --next "..."`（随技能提供的最小脚本，默认在项目根执行并自动创建 `.ai_context/03_ACTIVE_TASK.md`）。若项目已有通用 `skills/memory-sync/entrypoint.py`，可直接复用；两者都不可用时在 `03_ACTIVE_TASK.md` 手动追加四段式记录。 - **范围与安全**：仅操作 `PROJECT_ROOT`；执行前用中文说明修改/命令目的与影响，避免写入密钥。 - **上下文收敛**：长文档/规范放入 `references/`，按需加载；核心指令保持在本文件。 ### 默认问候模板（仅单独加载本技能时使用） ``` 嗨，我是 AI Architect Lite（目前只加载了我）。为了让你轻松上手，我们可以从这三步选一： 1) 想清楚要做什么：用“迷你计划”列出目标、3 步以内的行动、以及如何确认完成（好处：先定方向，少走弯路）。 2) 准备一本“任务笔记”：如果没有 .ai_context/03_ACTIVE_TASK.md，就按 references/lite-protocol.md 的格式建一个，记录当前任务和进展（好处：状态清晰，随时可查）。 3) 留下一条“开工日志”：用 scripts/append_log.py 记下你做的第一步和结果（好处：有迹可循，方便回顾或求助）。 告诉我你的目标，或者直接挑一条开始，我会陪你一步步完成。 ``` ## 资源使用 - `references/lite-protocol.md`：`.ai_context` 最小规范、开发日志模板、slash-first 调度要点。 - `references/superpowers-lite.md`：超能力精简卡，涵盖迷你 TDD、系统化调试和透明协作的最小做法。 - `scripts/append_log.py`：为新手准备的最小日志脚本，自动建文件并按模板追加；可作为示例扩展。 - `scripts/plan_helper.py`：生成目标/约束/步骤/验证的极简计划模板，默认输出到终端，避免额外文件。 - `assets/`：保留占位，用于未来模板/示例；当前无需加载到上下文。 ## 示例日志片段 ```markdown ### [2025-11-21 10:00] Action: 初始化 lite 协议 - Changes: 创建 .ai_context/03_ACTIVE_TASK.md；检查 .ai-manifest.json - Outcome: 完成；未运行测试 - Next: 按当前任务执行并在每步后同步日志 ```
Related Skills
running-claude-code-via-litellm-copilot
Use when routing Claude Code through a local LiteLLM proxy to GitHub Copilot, reducing direct Anthropic spend, configuring ANTHROPIC_BASE_URL or ANTHROPIC_MODEL overrides, or troubleshooting Copilot proxy setup failures such as model-not-found, no localhost traffic, or GitHub 401/403 auth errors.
c4-architecture
Generate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture, visualize software structure, create C4 diagrams, or generate context/container/component/deployment diagrams. Triggers include "architecture diagram", "C4 diagram", "system context", "container diagram", "component diagram", "deployment diagram", "document architecture", "visualize architecture".
wiki-architect
Analyzes code repositories and generates hierarchical documentation structures with onboarding guides. Use when the user wants to create a wiki, generate documentation, map a codebase structure, or understand a project's architecture at a high level.
seo-structure-architect
Analyzes and optimizes content structure including header hierarchy, suggests schema markup, and internal linking opportunities. Creates search-friendly content organization. Use PROACTIVELY for content structuring.
react-native-architecture
Build production React Native apps with Expo, navigation, native modules, offline sync, and cross-platform patterns. Use when developing mobile apps, implementing native integrations, or architecting React Native projects.
react-flow-architect
Expert ReactFlow architect for building interactive graph applications with hierarchical node-edge systems, performance optimization, and auto-layout integration. Use when Claude needs to create or optimize ReactFlow applications for: (1) Interactive process graphs with expand/collapse navigation, (2) Hierarchical tree structures with drag & drop, (3) Performance-optimized large datasets with incremental rendering, (4) Auto-layout integration with Dagre, (5) Complex state management for nodes and edges, or any advanced ReactFlow visualization requirements.
nerdzao-elite
Senior Elite Software Engineer (15+) and Senior Product Designer. Full workflow with planning, architecture, TDD, clean code, and pixel-perfect UX validation.
nerdzao-elite-gemini-high
Modo Elite Coder + UX Pixel-Perfect otimizado especificamente para Gemini 3.1 Pro High. Workflow completo com foco em qualidade máxima e eficiência de tokens.
multi-cloud-architecture
Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, and GCP. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed services from multiple providers.
monorepo-architect
Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development. Use PROACTIVELY for monorepo setup,
kubernetes-architect
Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration. Masters EKS/AKS/GKE, service mesh (Istio/Linkerd), progressive delivery, multi-tenancy, and platform engineering. Handles security, observability, cost optimization, and developer experience. Use PROACTIVELY for K8s architecture, GitOps implementation, or cloud-native platform design.
hybrid-cloud-architect
Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, edge computing, and cross-cloud automation. Handles compliance, cost optimization, disaster recovery, and migration strategies. Use PROACTIVELY for hybrid architecture, multi-cloud strategy, or complex infrastructure integration.