Introduction
Makeugcads — AI-powered content growth agent system for brands
Welcome to the Makeugcads documentation.
What is Makeugcads?
Makeugcads is an intelligent content growth agent system for brand teams. It combines brand knowledge bases, market signals, and experimental memory to complete a closed loop of:
- Trend analysis — watch hot topics and market signals
- Strategy generation — produce strategy cards and content plans
- Content experimentation — generate and test content variants
- Review & publishing — AI scoring + human review + scheduled publish
- Data collection — gather performance metrics after publishing
- Learning write-back — extract winning patterns and update brand knowledge
Architecture
The system runs as a pnpm monorepo with two main applications:
| App | Tech | Description |
|---|---|---|
apps/web | Next.js 15 | Frontend dashboard + API routes |
apps/agents | LangGraph + Node.js | AI agent graphs (12 graphs) |
Both apps share a PostgreSQL database. The agents API is called from the web app via an internal HTTP boundary (never direct code imports).
Get Started
Choose your deployment method:
- Docker Compose — run the full stack locally in minutes
- Dokploy — production deployment on your own VPS