Build a Multi-agent Content Creation System

Lately, we have been experimenting heavily with Motia, an open-source modern backend framework that brings together:

• Multi-agent orchestration

• APIs

• Event handling

• and background jobs…everything under one unified system.

The video at the top shows a demo where we have built a multi-agent content creation system that is also exposed via APIs.

Tech stack:

• Motia as the unified backend framework

• Firecrawl to scrape web content

• Ollama to locally serve Deepseek-R1 LLM

Here’s the workflow:

• User submits URL to scrape.

• Firecrawl scrapes content and converts it to markdown.

• Twitter and LinkedIn agents run in parallel to generate content.

• Generated content gets scheduled via Typefully.

It’s easier to explain everything via video, so we have added one at the top.

It demonstrates building a multi-agent content creation system that is also exposed via APIs.

Just like React streamlines frontend development, Motia simplifies the AI backend, where you only need one solution instead of a dozen tools.

Key features:

• You can have Python, JS & TypeScript in the same workflow.

• You can deploy from your laptop to prod in one click.

• It has built-in observability & state management.

• It provides automatic retries & fault tolerance.

• It supports streaming response.

​GitHub repo → (don’t forget to star it)

You can find the code in this GitHub repo →

Tha​nks for reading!