Last Updated: 28 October 2026 · Toolkit 3.15.23
A plugin for Codex and Claude Code that gives AI coding agents a shared set of skills and working rules, so several agents can build, test and review real projects with a clear owner and a check at each step.
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https://github.com/weijunswj/ai-agent-toolkit
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I started this in May 2026 to keep my agent rules, guides and helper scripts in one place. It has since grown into the process I use to run AI coding agents on live projects, including Swooshz and the automation work at my day job.
Today it does three things:
Running AI coding agents on real projects goes wrong in predictable ways: