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 below 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 →

Thanks for reading!