Skill：plan execute verify claude code
Best AI Coding Workflow Plugin Pipeline 2026
适用场景
招聘人事
适合角色
介绍
以下内容整理自开源仓库 `aufamubarak/plan-execute-verify-claude-code` 的 README / SKILL.md 摘要：  # NeuroStack Architect **A cognitive orchestration platform that choreographs AI model pipelines through recursive verification layers — the next evolution of Plan-Execute-Verify thinking, repurposed for distributed agent swarms.**     --- ## 🧠 Overview Imagine a blueprint that doesn't just sit on paper — it breathes. NeuroStack Architect is a **self-validating orchestration harness** designed for developers who build with large language models at scale. Inspired by the Plan-Execute-Verify paradigm, this repository reimagines the three-phase pipeline as a **living architecture** where every plan is questioned, every execution is observed, and every verification seeds the next iteration. > Think of it as a **conductor for AI symphonies** — where each instrument (agent, model, or tool) plays its part, but the conductor listens, corrects, and rewrites the score in real time. --- ## 🔍 What Makes This Distinct? Unlike traditional coding harnesses that treat verification as a final gate, NeuroStack Architect embeds **hook-driven verification** at every decision node. The harness doesn't just check output — it audits the *intent*, *process*, and *result* across three distinct cognitive layers: | Layer | Role | Metaphor | |-------|------|----------| | **Plan** | Strategic decomposition of tasks into verifiable units | The cartographer drawing maps that must survive the terrain | | **Execute** | Controlled execution with state snapshots at each step | The clockmaker assembling gears under a magnifying glass | | **Verify** | Recursive validation against intent, context, and constraint | The librarian checking every returned book for hidden notes | [](https://aufamubarak.github.io/plan-execute-verify-claude-code/) --- ## 🎯 Why Build With This? ### 🧩 For the Architect of Tomorrow If you're stitching together LLM chains, agent networks, or multi-model workflows, you've likely encountered the **silent drift problem** — where pipelines produce plausible but wrong outputs. NeuroStack Architect solves this by introducing **verification contracts** that every execution unit must satisfy before the next phase begins. ### 🌐 Multilingual by Design The verification engine speaks the language of your data. Whet ---
安装方式
1. 打开仓库：https://github.com/aufamubarak/plan-execute-verify-claude-code 2. 查找 SKILL.md 或 README 中的安装章节 3. 克隆或下载所需 Skill 子目录到本地 skills 路径（如 `.cursor/skills/` 或 `.claude/skills/`） 4. 重启 / 重载 Agent 客户端 5. 用一条真实任务验证 Skill 是否被正确加载
适用平台
- Claude