AGENT-ZERO
A Workflow Framework and Specification for AI-Assisted Development
Install & Use
Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:
Help me install this AI Skill: AGENT-ZERO. It is used for: A Workflow Framework and Specification for AI-Assisted Development Full Skill content: https://321skill.com/skills/agent-zero/raw/index.md Read that page and install it.
The prompt includes a link to the full Skill content. You can also view the full content.
This Skill addresses the lack of a unified process and standards in AI-assisted software development. In practice, when teams use AI coding tools, they often work in silos without standardized collaboration contracts, state machines, or documentation patterns, leading to context confusion, uncontrolled changes, and architectural inconsistencies. AGENT-ZERO provides a complete operational framework, including compliance rules, a state machine (PLAN→BUILD→DIFF→QA→APPROVAL→APPLY→DOCS), and a Memory Bank persistence mechanism, making AI-assisted development repeatable, auditable, and architecture-first.
Usage is straightforward: you simply load the compliance banner and Memory Bank at the start of each session, then select a mode (Fast Track/Standard/Deep Dive). You can then initiate the state machine process via natural language instructions. Each stage has clear exit criteria and output formats, and the system automatically saves the context to the Memory Bank on every state transition, enabling seamless recovery even after context compression.
It is ideal for teams or individuals needing to standardize AI-assisted development processes, especially those already using tools like Claude, Cursor, Copilot, Cline, or Aider but lacking a unified collaboration contract. Project managers can use it to build team consensus, and agent developers can ensure every change undergoes architectural review and an approval process.
We recommend adopting this framework uniformly when a team starts a new project. Note that it is primarily a specification guide, not a specific code skill. Team members need to read and understand the rules in AGENTS.md and integrate them into daily workflows. Maintaining the Memory Bank requires some team effort, but in the long run, it significantly improves the quality and consistency of AI collaboration.
Key Features
Unlike common AI coding prompt libraries, AGENT-ZERO provides a complete finite state machine and workflow contract, including seven stages: PLAN→BUILD→DIFF→QA→APPROVAL→APPLY→DOCS. Each stage has clear exit criteria and output formats, going beyond just single prompts or rule lists.
Limitations
Requires team-wide adherence to the rules in AGENTS.md, and maintaining the Memory Bank demands ongoing effort. It lacks a graphical user interface, relying entirely on textual conventions and manual loading.
FAQ
Which AI tools does AGENT-ZERO support?
It supports all tools compatible with the AGENTS.md format, such as Claude, Cursor, Copilot, Cline, and Aider.
What is the Memory Bank? Is it mandatory?
The Memory Bank is a set of cross-session persistent documents used to store project context, architectural decisions, progress, etc. It is key to the state machine's automatic recovery and is highly recommended.
Installation guide for AI assistants
If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:
Visit https://321skill.com/skills/agent-zero/raw/index.md to read the original Skill definition (Markdown format) for AGENT-ZERO, and install it according to the instructions.
Raw Markdown URL for AI: /skills/agent-zero/raw/index.md