agency-agents-zh: what it is, what problem it solves & why it's gaining traction

What it solves

This project provides a comprehensive library of 266 plug-and-play AI expert roles (agents) designed to move beyond simple prompts. It solves the problem of AI inconsistency by providing each agent with a specific identity, professional workflow, and defined deliverables, ensuring that the AI behaves as a true specialist rather than a general-purpose assistant.

How it works

The library consists of detailed Markdown files defining the personas and rules for various experts. These can be integrated into AI programming tools (like Claude Code, Cursor, or Copilot) via installation scripts. For those wanting automated collaboration, the project points to the agency-orchestrator tool, which allows multiple AI experts to team up and execute complex tasks automatically.

Who it’s for

• Developers and Engineers: To automate technical tasks across engineering, DevOps, and security.
• Digital Marketers: To optimize content for platforms like Xiaohongshu, Douyin, and WeChat.
• Business Professionals: To handle specialized tasks in finance, HR, and legal compliance.
• Product Managers: To refine product roadmaps and user feedback analysis.

Highlights

• Massive Role Library: 266 experts across 20 departments, including 50 original roles tailored for the Chinese market.
• Broad Tool Support: Compatible with 18 different AI programming tools including Claude Code, Cursor, and Trae.
• ** uma l-click Installation**: Includes scripts to automatically detect and install roles into supported tools.
• Specialized Workflows: Agents are defined by how they think and what they deliver (e.g., a Security Engineer following OWASP Top 10), not just a simple persona.
• Orchestration Capability: Integration with a separate orchestrator for multi-agent DAG-based parallel execution.