Your AI agents keep failing. Ours remember how to win.
Moonsurf is the browser automation layer that learns once and works forever. Every agent makes every other agent smarter.
No spam. Just launch updates.
AI browser agents are broken.
Claude's computer use. ChatGPT's Atlas. Manus. They all promise automation.
They all fail on Google Calendar.
Meanwhile, your team wastes hours on tasks that should take minutes:
- Copy data from App A to App B
- Generate podcasts in NotebookLM, publish to Substack
- Automate workflows for apps with no API
Current tools treat every page like it's 2004. Click. Wait. Pray it works.
Success rate? 35-65%
That's a coin flip with extra steps.
Browser agents that actually work.
Moonsurf doesn't parse pages. It understands applications.
Old Way
Moonsurf Way
Find element → click → hope
Understand state → verify → act → confirm
Breaks when UI changes
Self-heals automatically
Each user starts from zero
Every user benefits from collective knowledge
Fails on complex apps
Handles WhatsApp Web while others choke on Calendar
How it works
Learn once
First time Moonsurf encounters an app, it learns the behavior in under 5 minutes.
Share globally
That knowledge saves to our collective graph. Every Moonsurf agent gets smarter.
Self-heal always
App changed? Moonsurf detects the failure, relearns, and keeps working.
Don't take our word for it.
"Other tools couldn't even handle our basic calendar booking flow. Moonsurf automated our entire NotebookLM → Substack pipeline in one afternoon."
— Early design partner, AI content team
94%
task completion rate
(vs. 35-65% industry avg)
5 min
to learn any new app
0
maintenance when apps update
847
developers on waitlist
Why we win where others fail
Other tools see this:
<div class="xyz123">
<button id="btn-8f7a2">Click me</button>
</div>
We see this:
App: WhatsApp Web
State: Conversation open
Available actions: Send message, attach file, start call
Precondition for send: Message text entered
Apps aren't pages. They're state machines.
That insight changes everything.
Stop babysitting broken automations.
We're launching Q2 2026. Early access goes to the waitlist—first come, first served.
What you get:
- Early access before public launch
- Founding member pricing (locked forever)
- Direct input on features we build
What you don't get:
- Spam
- Your email sold
- Broken promises
Ready to automate what actually matters?
Join 847 developers building the future of browser automation.
Frequently asked questions
The MCP browser control tool is open source. The collective knowledge graph—the part that makes everything reliable—is our paid product.
Any web application. If it runs in a browser, Moonsurf can automate it. We've tested on WhatsApp Web, NotebookLM, Substack, and dozens more.
Those tools give you browser control. We give you browser intelligence. Control without reliability is just debugging with extra steps.
Q2 2026. Waitlist members get access first.
Free tier for basic usage. Paid tiers for full knowledge graph access. Founding members lock in early pricing forever.
Your competitors will automate this eventually.
The question is whether you're first.