Case study · The lab behind MarStudio
VibeDNA
VibeDNA is the AI lab behind MarStudio: it builds the tools, field journals and packaged Systems that let one builder and their AI run a whole online business, and it runs its own brands on them before anything is sold.
Highlights
The pieces that make it work.
Each System bundles an engine, a workflow and browser steps into one kit you drop into your AI to run a business such as music, art, ebooks or faceless video.
Connect your VibeDNA account once. Your AI then sees what you own, reads the journals you bought and installs your tools and Systems step by step. Works with Claude, Codex and any AI that accepts connectors.
Field manuals written from real runs, so your AI can apply what worked to your own project. Field Manual 01, Vibecoding Essentials, is free with an account.
A store of tools and software with its own project pages, including Jester, a 20-source research engine, Fathom, Dreamscape, a music visualizer and Eyescreen.
VibeGen and a Content Studio sit on the same site, next to an art section and a blog, so the brand shows its own tools at work.
Everything behind it
31 things we built, by area.
Systems: whole businesses packaged for your AI
A publishing house run by your AI: research from primary sources, writing with a separate critic, a fact audit that removes any statistic it cannot source, covers, store files and the store publishing wizards.
One audio file in, a release out: the cover art, a visualizer video built on that cover, a vertical cut that opens at the drop, and the release walked through the distributor onto Spotify and the stores.
A brand's social on autopilot: posts, carousels, reels and stories made and scheduled across Instagram, YouTube, Facebook, X and Threads, reels sent on to TikTok, images pinned to Pinterest, and three paced growth lanes with a dashboard.
Free, Pro and Ultra: rent every studio and one System or all of them by the month, or buy a single System outright with a key that never expires.
Eight more Systems announced on the Systems page (art, faceless YouTube, games, store, affiliate, AI tools, apps), each built and run in house before it ships.
Tools your AI can use (MCPs)
One living file per project that your AI reads at the start of every session and writes as it works, with search across every project. Free and open source.
API keys stay encrypted on your own machine and your AI uses them without anyone pasting them into a chat.
Lets your AI use any website in your own Chrome with your own logins: fill forms, upload files, post and click through admin panels, and repeat a task after being shown it once. Free MCP with 70+ tools, plus paid task packs.
A research engine across 20 sources (Reddit, Hacker News, GitHub, papers, YouTube and more) that pulls money signals, flags where sources disagree and finds gaps nobody has solved. Free in the browser and as an MCP.
Checks whether a niche is worth entering, then builds, publishes and runs the product listing without opening the platform.
One sentence publishes to five platforms, named schedules fire on their own, and capped growth lanes like and follow inside your niche.
Runs a YouTube channel from chat: uploads, titles, descriptions, tags, thumbnails, fixes to videos already up, and ideas for what to make next.
Your AI builds a real Godot 4 game, writing whole systems like inventory, dialogue, battles and saving, then runs it and shows you a screenshot.
Finds free art for a game, checks the license allows shipping it, and makes a new piece with your own keys when nothing fits.
Creative studios
63 real-time engines in the browser with simple sliders on top and editable math underneath; it plays to your music, exports whole songs up to 4K, takes MIDI and live play, and your AI can drive it through its own MCP.
A layer editor for posts, carousels, reels and stories with templates, generative backgrounds and animation, free in the browser, with a Pro version and an MCP that lets your AI build the posts.
4K fractal pieces plus daily generative drops from the studio, 50+ pieces so far, shown on the site and posted on Instagram.
A YouTube channel of deterministic 4K fractal pieces rendered by our own fractal engine.
Journals and know-how
Nine field manuals written from real runs, each the record of what broke and what fixed it: digital business websites, a generative art studio, ebook publishing, a browser synth, a beat and sample pack business, an AI music label, social autopilot, Meta ads through your AI, and agent-readable sites.
A free field manual on the six things an AI session cannot do for itself, delivered with a setup guide, a PC Optimizer with 61 tools, and a journal gate that makes the AI read the journal before it edits.
How-to guides for VibeGen and Content Studio, written from the tools as they stand, each linking to the journal behind it.
Long-form articles on AI coding, research tools, MCP servers, browser automation, credential safety, publishing and affiliate sites.
Storefront and delivery
Add VibeDNA once to Claude, Codex or any AI that takes connectors; after sign-in your AI sees what you own, applies the journals you bought to your project and installs your Systems step by step. It cannot buy anything or change your plan.
One store for tools, journals and Systems, with checkout on the site or from inside your AI chat, and a permanent library with one-tap login.
A chat assistant on the site that answers from the same live catalog the connector reads.
A public log of everything the lab ships: software, websites and generated content, each marked live or building.
The site publishes content signals and discovery files so AI assistants and their crawlers can read it.
In-house engines
Our own GPU fractal engine that renders the deterministic 4K masters behind the fractal channel. A version you can install is being built.
Our own image generator and animator for photoreal and painterly stills and image-to-video, used for the stills and animated cutaways across the catalog.
An audio-reactive 4K renderer (spectrum, tunnel, terrain and motion driven by the track) that ships a video with every release on our music label.
The Social System runs our own brands every day, and every System and journal is run in house first, which is where the journals come from.
Under the hood
Built on tools you can own.
More of our work
Other companies we built and run.
Your turn
Want a system like this behind your business?
Start with a Business Review or a Business Plan, from $97, credited to the build if you go ahead.