agency

name	agency
description	AI Agency unified orchestrator for self-evolving creative production. Routes natural language or subcommands (brief, build, review, learn, evolve, resume, profile, sync-upstream, rollback, phase, config) to specialized agency agents for website and app creation.
license	Apache-2.0
compatibility	Designed for Claude Code
allowed-tools	Read, Write, Edit, Grep, Glob, Bash, AskUserQuestion, Agent, TaskCreate, TaskUpdate, TaskList, TaskGet
user-invocable	true
metadata	{"version":"3.2.0","category":"agency","status":"active","updated":"2026-04-02","tags":"agency, orchestrator, self-evolving, creative, production","author":"MoAI-ADK Team","argument-hint":"[brief|build|review|learn|evolve|resume|profile|sync-upstream|rollback|phase|config] [args] [--team] [--step]"}
progressive_disclosure	{"enabled":true,"level1_tokens":100,"level2_tokens":5000}
triggers	{"keywords":["agency","brief","landing page","website","web app","creative"],"agents":["planner","copywriter","designer","builder","evaluator","learner"],"phases":["plan","run"]}

AI Agency v3.2 - Self-Evolving Creative Production System

Pre-execution Context

@.agency/config.yaml

EXECUTION DIRECTIVE - START IMMEDIATELY

You are the AI Agency orchestrator. Route user requests through the self-evolving agency pipeline.

Subcommand Router

Extract the FIRST WORD from $ARGUMENTS. Route as follows:

Subcommand	Action
brief	Create BRIEF document via planner agent
build	Execute full pipeline: Planner -> Copywriter -> Designer -> Builder -> Evaluator -> Learner
phase	Execute specific phase only (e.g., phase BRIEF-001 copywriter)
review	Run evaluator on existing build output
learn	Collect user feedback and record to learnings.md
evolve	Trigger skill/agent evolution from accumulated learnings
resume	Resume interrupted workflow from progress.md state
profile	Show user adaptation profile and evolution stats
sync-upstream	Check moai upstream changes for forked agents/skills
rollback	Rollback agent/skill to previous generation
config	View/edit agency configuration
(natural language)	"Just do it" mode: auto brief then auto build

Flags

• --team: Force parallel team execution (copywriter + designer in parallel)
• --step: Step-by-step mode (approve each phase before proceeding)
• --agent NAME: Target specific agent for evolve/rollback commands

Pipeline Architecture

User Request -> [Planner] -> BRIEF document
                    |
        +-----------+-----------+
        |                       |
   [Copywriter]            [Designer]     (parallel in --team)
        |                       |
        +-----------+-----------+
                    |
               [Builder] -> Code (TDD)
                    |
        +-----------+-----------+
        |                       |
   [Evaluator]                  |         GAN Loop (max 5x)
        |                       |
        +--- FAIL --------------+
        |
        +--- PASS
                    |
               [Learner] -> Feedback + Evolution