How to Build an MCP Server for Your Bubble App (Step-by-Step)

If your app can’t talk to AI agents, it’s about to get left behind. In this video, I walk you through exactly how to set up an MCP (Model Context Protocol) server that connects your Bubble application to the wider world of AI — Claude, Perplexity, codex, and beyond. I cover: What MCP is and why it matters right now Why we use Relevance AI as our middleware layer (and why you should consider it too) A real-world example with our product Conjuro — project management tools that AI agents can discover and use autonomously A practical walkthrough inside Bubble and Relevance AI: building backend workflows, structuring JSON responses, and exposing tools via MCP Common pitfalls with Bubble’s API connector limits How to go from zero to a working MCP server your users (and their AI tools) can connect to Whether you’re building a CRM, project management tool, or any SaaS on Bubble — this is the integration strategy you need to understand. To work with us, please visit https://ratio.dev Join our free skool community for Bubble Gods: http://skool.com/bubble-gods-9255/ Get free access to our nocode resource center here: https://ratio.dev/resource_center Want 24/7 answers to all your nocode questions? Talk to virtual Dennis here: https://ratio.dev/virtual_dennis_lewis Don't forget to follow us everywhere! 👇🏻 X: https://x.com/_ratiodev Threads: https://www.threads.net/@ratio.dev Instagram:   / ratio.dev   Tiktok:   / ratio.dev   (Certified) Bubble agency profile: https://bubble.io/agency/ratio