AI Agent & Coding ·
Connecting Agent Workflow Kit to Your Project
English translation of the Chinese original. This version is generated for international readers and may be refined over time.
English translation of the Chinese original. This version is generated for international readers and may be refined over time.
Date: 2026-05-21
The recent use of Codex to take over the project has increased considerably.
I did a lot of projects myself, but doing it often becomes a toy, and then I say goodbye to the historical stage.
But I think this process is necessary, and unless the Chosen One, most people have made progress on the Garbage.
But there's actually room to shorten the path.
I've been working on how to get AI to write the project better, more like that.
Whether different statutes apply to different items, how to write, how to do artifact etc.
How different projects are used for work streams and whether single-person projects and short-term projects are suitable for integration into Agent workflow.
What kind of workfell is a different project, how do you make sure that antgent.md is not wired, in accordance with your Lord's Statute?
If OpenSpec, Superpowers, gstack, who's in charge?
These are issues to be considered.

Before I used AI, I found out about hell, AI, one day, one year.
And then it turns out that I'm hallucinating as carbon-based life.
So you see, it's not just silica life that's hallucinating, it's carbon-based life that's hallucinating.
It's a little off the hook.
One of the routes that has been under study recently is whether Superpowers + OpenSpec + gstack is a well-developed workflow model.
This combination appears to be smooth (project style protocol + file first + skill skills for different agent models), but it is based on project preferences and is not suitable for all items.
So I had an idea to make an AI-readable document and get a project to determine whether it was fit for access.
Take it directly to AI, which of the different bits will be judged directly by the project preference.
I can't just think about it. I made it by the name Agent Workflow Kit.
https://github.com/crisxuan/agent-workflow-kit

It's not another tool, it's a document for AI to see, plus a pack of skills.
It doesn't make decisions for you. It helps you judge.
The core is in one sentence: assess, then access.
Not all projects are worthy of a heavy set of processes. A one-time script, you have to give it OpenSpec, which is not a rule, which is behavioral art.

So the first thing it does is get AI to give you a score for the project.
It scores from eight dimensions: life cycle, user, UI, release risk, safety, external platform, test difficulty, collaboration, 0 to 2 points each, full score 16.

And then I'll tell you in points: this project should be done with a couple of Level's workworks, with or without specifications, with or without discipline, with or without expert review.
The following is a complete workflow for a medium Web App project.


To be honest, it doesn't allow you to pile up processes for "professional."
Of course, most projects are top-heavy.
So how does it get into your project?
The roughest way: feed the entire Chinese document in the warehouse to AI and ask it, "What kind of workflow should I use?"
More importantly, use it to wrap it up.
Evaluate this repository using $agent-workflow-kit-zh-cn and recommend the appropriate AI workflow level.
AI will go over your warehouse and throw back a copy of the decision: the type of project, the risk score, the recommended level, which documents to build, what the certification order is, and for what reason.
After you look at the nod, it starts writing AGENTS.md.
You don't nod, it's just a secretary.
There's a good word, a secretary.
And it doesn't want to help you load tools, turn on the Hook, push codes, which you have to nod first.
After all, it's smarter than you.
There's one more thing I care about.
It does not bind any tools.
Superpowers, OpenSpec, gstacks, all of which in the document are just examples, not " you have to ".

I don't want to do something you have to do with me.
What I want to do is to think about what you really need.
Or your Agent knows what you want.
Finally, say the beginning.
It won't bring your toys back to life. It'll still be toys.
But it can at least make AI a little bit more formal when you stack the Garbage.
Next time you step up that pile, step up.
That's enough.
You're welcome to present your issues, PR.