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agency-orchestrator

Describe your need in one sentence, and multiple AI experts will automatically form a team to collaborate, delivering a complete solution within minutes.

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: agency-orchestrator.
It is used for: Describe your need in one sentence, and multiple AI experts will automatically form a team to collaborate, delivering a complete solution within minutes.
Full Skill content: https://321skill.com/skills/agency-orchestrator/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.

Agency Orchestrator addresses the pain point of a single large language model having a limited perspective and the need to manually coordinate multiple expert tasks. It comes pre-built with 267 professional AI roles. Users simply describe their requirements in natural language, and the system automatically decomposes the task, matches expert roles, orchestrates the execution flow, and finally aggregates and outputs a complete solution—all without writing any code or configuration files.

It offers flexible usage: you can launch it with a single command via the CLI tool ao compose, or use the local graphical interface ao web to visually manage roles, orchestrate workflows, and view execution processes and results in your browser. It also supports extensive model integration and key-free startup.

It is particularly suitable for product managers, entrepreneurs, content creators, developers, and other individuals or small teams who need to quickly conduct market analysis, business planning, content creation, or technical research. For users looking to extend their capabilities by treating AI as a "virtual team," it is a powerful productivity tool.

For first-time users, it's recommended to start the graphical interface via ao web and experience the built-in "One-Person Company" series of templates to intuitively understand the AI team collaboration workflow. Note that output quality depends on the selected model and the accuracy of role matching. For highly specialized tasks or those requiring deep domain knowledge, user review and adjustment are advised.

Key Features

Unlike frameworks like CrewAI, which require manually writing Python code to define roles, Agency Orchestrator provides an out-of-the-box, extensive library of professional roles and a zero-code YAML workflow definition. Compared to single-conversation ChatGPT, it enables automatic division of labor and collaboration among multiple experts, simulating a complete team workflow.

Limitations

Not suitable for scenarios requiring extremely high precision and deterministic outcomes, such as finalizing legal documents or making core financial transaction decisions.

FAQ

Is programming knowledge required?

Not at all. You can run it by simply describing your need in one sentence. Advanced users may edit YAML configurations.

Which AI models are supported?

It supports 11 large language models, including Claude, GPT, DeepSeek, etc., and offers 7 key-free startup methods that require no configuration.

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/agency-orchestrator/raw/index.md to read the original Skill definition (Markdown format) for agency-orchestrator, and install it according to the instructions.