We’ve built Bubble Operator: a system that lets you analyze your Bubble app directly from ChatGPT Web.
• Inspect your web pages and mobile views.
• Review plugins and improve their setup.
• Find hidden issues and get clear fixes.
• Analyze large apps without constant token-limit friction.
• And much more coming through the ANKHS Operations Hub ecosystem. 
See your Bubble app with a higer level of clarity, be more confident about what you’ve built and enhance your bubble skills in the process.
**Would you like to see Bubble Operator released publicly?
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How is this different than Buildprint? Just that it’s in ChatGPT? Also is editing possible or just read only?
Buildprint is definitely further ahead today in overall maturity and feature coverage.
Bubble Operator is taking a different path. It already has some controlled editing capabilities, but its stronger focus right now is deeper analysis, troubleshooting, and helping you understand what’s really happening inside your app.
What makes it interesting is how far you can extend it through Skills, automations, and other tools. We’re also building it with the upcoming Bubble MCP in mind, so they can complement each other rather than compete.
It’s still growing, but the direction is to make it feel less like another Bubble utility and more like an AI operator you can shape around the way you build.
Depending on the feedback and interest we get from the Bubble community, we’re also considering making parts of it free or even open source.
Got it. Didn’t mean to come off rude btw. Just curious, and always am when exploring new tools for my stack. Okay, so this is more so for understanding the deep ends of the logic from the app and issues as well? I’ll give it a try right now, is it available for testing?
It’s not released yet, but we’ll definitely share once a launch date is set.
Before then, we’d love to hear what the community would actually want from it:
• What you’d want the Bubble Operator to understand better (Cuz it’s freakin’ capable!)
• What you’d want to automate or check with it
• What capabilities you’d like us to showcase
• Where it could save you the most time
Based on that feedback, we’ll keep improving the most useful areas and shape a higher-quality free (forever/not nerfed) and premium release.
We’re also planning a private tester hub for early users who want to try new capabilities, share feedback, and help shape what gets built next.
