Launching today

Multi-Agent Content Engine
Turn topics into X, LinkedIn & Insta campaigns via AI agents
6 followers
Turn topics into X, LinkedIn & Insta campaigns via AI agents
6 followers
Stop wasting hours writing social copy. The Multi-Agent Content Engine uses CrewAI & Gemini 3.1 Flash-Lite to orchestrate a sequential workspace of specialized agents: 🕵️♂️ Researcher: Extracts core insights & buyer personas. ✍️ Copywriter: Structures X threads, LinkedIn posts, & IG captions. 🧼 Editor: Polishes sentence flow. This is an open-source, Bring-Your-Own-Key storefront built with Streamlit. Paste your Gemini API key in the sidebar to run full campaigns for free!




the sequential handoff between the researcher, copywriter, and editor agents is genuinely clever, it actually feels like a tiny production line rather than just one model doing everything. love that it is open source too, easy to tinker with.
honestly this looks pretty cool, the multi-agent setup is a neat approach. one thing that would help a lot is adding a memory or style profile per brand, so the copywriter agent doesn't reset to generic voice every time you start a new session. basically let users save their tone guidelines, key phrases, and past examples, then the agents reference that before generating. would make repeat runs way more consistent.
Really like how clean the agent handoff is in the flow, basically each step knows exactly when to hand off to the next instead of dumping everything into one prompt. Also the BYOK setup in the sidebar is a nice touch for anyone who actually wants to tinker without paying for yet another subscription.