Atoms is built by the team behind MetaGPT and OpenManus, trusted by over one million builders worldwide. It is your Vibe Business team: an AI system that takes an idea and runs the full loop from research to deployment. Powered by open source models, Atoms has internal benchmark points where it reaches up to 45 percent better performance than strong proprietary stacks, and other points where it reaches up to 80 percent lower cost. These are different positions on the trade off curve, not the same run. Inside Atoms, a multi agent team handles the entire business path: DeepResearch on markets and competitors, PRD generation, full stack development including authentication, database and Stripe integration, SEO content, and data analytics. Everything runs through a simple chat interface. No setup, no configuration. You describe what you want, review the plan, and approve. Atoms builds the rest. This marks a shift from scaling by hiring to scaling with silicon. Your business no longer scales only with headcount. It scales with compute. You do not ship code. You make decisions. Atoms runs the loop.
Features
- Atoms Backend: While most AI tools stop at the front-end, Atoms builds the complete operational backend required for a real business. With a single prompt, you can generate and integrate essential, complex systems, such as user authentication, database management, and secure payment processing. This transforms a simple interface into a fully functional, revenue-ready application.
- Race Mode: This feature stops gambling on AI's first draft. Instead of relying on a single AI output, Race Mode assigns multiple AI teams to develop your project in parallel, allowing you to select the best outcome. This unique process eliminates inconsistent results and guarantees a high-quality product every time, fundamentally changing the cost-to-quality ratio of the development process. With Race Mode, Atoms delivers development results that are 87% better than top proprietary solutions, while reducing costs by 33%.
- DeepResearch: Build the right product from day one. Our DeepResearch agent conducts structured analysis of market trends, competitor landscapes, and user needs, delivering strategic insights rather than raw information. This allows you to validate ideas and define product strategy based on comprehensive data before committing to development. It achieved a 73% score in the Xbench-DeepResearch benchmark, outperforming competitors like OpenAI o3 and Google Gemini
- SEO Agent: Sarah, the SEO Agent, functions as your in-house SEO Specialist, transforming your product into a scalable SEO content engine. She handles everything from topic research and content matrix planning to page creation, images, and sitemap integration.
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'Atoms is built by the team behind MetaGPT…' Wow, that's quite a claim! Browsing all these different sites on my way to work, I'm wondering if Planet Clicker https://planet-clicker-2.com 2's success shows how much people love a good clicker game, even with so many new AI tools emerging.
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Comments
'Atoms is built by the team behind MetaGPT…' Wow, that's quite a claim! Browsing all these different sites on my way to work, I'm wondering if Planet Clicker https://planet-clicker-2.com 2's success shows how much people love a good clicker game, even with so many new AI tools emerging.
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