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Multi-Agent Content Engine
Turn topics into X, LinkedIn & Insta campaigns via AI agents
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!
Hey Product Hunt community! 👋
I’m Mohith, the creator of the Multi-Agent Content Engine.
I built this tool because I was frustrated with standard LLM prompts when trying to draft marketing content. Traditional single-prompt architectures often mix up context, produce bloated text, or fail to capture the unique nuances of different social platforms.
To solve this, I built a sequential multi-agent assembly line using CrewAI and Google’s Gemini 3.1 Flash-Lite. Instead of one prompt doing everything, the workload is broken down into specialized roles:
1️⃣ A Lead Researcher who extracts core insights and analyzes target audiences.
2️⃣ A Social Media Copywriter who translates those insights into native platform layouts (X threads, structured LinkedIn posts, and Instagram descriptions).
3️⃣ A Chief Brand Editor who audits line breaks, formatting, and scannability.
To keep it 100% open-source and free for the community, I designed the storefront layout using Streamlit with a Bring-Your-Own-Key (BYOK) system. Your API key stays securely inside your browser's session state memory, running entirely on your own quota with $0 cloud markup.
I’ve also optimized the backend with an automated headless browser pipeline using GitHub Actions to ensure the hosting container stays hot and never hits a hibernation wall when you need it!
I would love to get your honest feedback:
1. How do you feel about the output quality compared to standard ChatGPT or Claude prompts?
2. Are there any specific marketing platforms or custom brand-voice features you'd like to see added next?
The code is fully open-source, so feel free to fork the repository, play with the agent parameters, or drop a star!
Thank you so much for the support! 🚀
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.
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.
About Multi-Agent Content Engine on Product Hunt
“Turn topics into X, LinkedIn & Insta campaigns via AI agents”
Multi-Agent Content Engine was submitted on Product Hunt and earned 0 upvotes and 3 comments, placing #28 on the daily leaderboard. 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!
Multi-Agent Content Engine was featured in Social Media (89.1k followers), Marketing (466k followers), Artificial Intelligence (473.7k followers) and GitHub (41.3k followers) on Product Hunt. Together, these topics include over 231.8k products, making this a competitive space to launch in.
Who hunted Multi-Agent Content Engine?
Multi-Agent Content Engine was hunted by Mohith Reddy Vuyyuru. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Mohith Reddy Vuyyuru