跳到正文
GitHub·· 9 天前AI 评分62

Systematic 发布复合工程循环工具,含 31 个技能与 37 个智能体

marcusrbrown/systematic

AI 导读

Systematic 发布一套复合工程循环工具,把头脑风暴、规划、执行、代码审查四个阶段做成结构化技能,用于约束 AI 编码工具跳过规划、遗漏审查步骤的问题。它内置 31 个技能和 37 个面向架构、安全、性能、设计与代码审查的专用智能体,同一份内容可运行在 OpenCode、Pi 和 Claude Code 三个 harness 上,各 harness 有原生安装路径。

正文

AI coding tools are fast at generating code, but they don't preserve engineering discipline by default. They skip planning, forget standards, miss review steps, and fail to capture what was learned. Systematic exists to turn those one-off interactions into a repeatable workflow.

You want AI that follows your process, not just your prompts. You want repeatable engineering habits encoded into the environment. You want the system to get better after each task.

What You Get

Systematic is a compound-engineering loop: brainstorm, plan, work, review — each phase a structured skill that guides the AI through requirements exploration, implementation planning, execution, and code review, capturing what was learned along the way. It ships 31 bundled skills and 37 specialized agents for architecture, security, performance, design, and code review.

The workflow runs on three harnesses from one source: OpenCode, Pi, and Claude Code. Each gets a native install path; skill and agent content is identical across all three.

Quick Install

OpenCode:

{ "plugin": ["@fro.bot/systematic@latest"] }

Add that to ~/.config/opencode/opencode.json and restart OpenCode.

Pi:

npx @fro.bot/systematic setup --harness pi

Claude Code:

claude plugin marketplace add marcusrbrown/systematic
claude plugin install systematic@systematic

See the installation guide for what carries over per harness and where parity honestly ends.

npx skills — portable skill content for any AI harness (Cursor, Copilot, …), content only, no tool registration:

npx skills add marcusrbrown/systematic

First Workflow

Once installed, run a full engineering cycle on any feature:

/ce:brainstorm "add dark mode toggle"
/ce:plan
/ce:work
/ce:review

Each step invokes a structured skill that guides the AI through the appropriate phase — requirements exploration, implementation planning, execution, and code review.

First-Run Checklist

  • Your harness (OpenCode, Pi, or Claude Code) installed
  • Systematic installed via the harness's path above
  • Restart the harness
  • Run /ce:brainstorm on something you're building
  • Verify: the skill loads and displays usage instructions

Learn More

License

MIT © Marcus R. Brown

来源:GitHub · github.com