Explore
AppAtlas explores the app with Playwright, capturing pages and every individual control along the way.
The problem
Navigation uncertainty is a cost center.
Agents operating unfamiliar software screenshot-and-guess in a loop. Each step is a model call; each failure is wasted spend. At the scale teams now run agents, unreliable navigation is a real and recurring cost.
Software was built for people who can see context. Agents need that context made explicit.
How it works
A map built from the interface itself.
Ground
It builds a graph where controls are first-class nodes with real selectors. Keyword and semantic retrieval run together; the best result wins.
Operate
The graph is exposed over MCP, so any agent can query it with zero custom integration.
Performance comparison
Less guessing. Fewer turns.
AppAtlas gives agents the exact path and selector they need, replacing repeated browser exploration with a single grounded turn.
| Workflow | Default Codex Browser Use | With AppAtlas | Improvement |
|---|---|---|---|
| Dark Mode | 8 turns | 1 turn | 8× fewer |
| Font Size | 9 turns | 1 turn | 9× fewer |
| Past Bills | 4 turns | 1 turn | 4× fewer |
| 2FA | 4 turns | 1 turn | 4× fewer |
| SMS Alerts | 4 turns | 1 turn | 4× fewer |
Why it’s reliable
Answers with somewhere real to stand.
A map lets an agent work from proof, not prediction.
Pages and controls, not just pages
The answer is “toggle Dark mode,” not “go to the Appearance page.”
Grounded, not guessed
Paths come from a real graph with real selectors, not a model’s hunch.
Best-of-both retrieval
Keyword and semantic run together, degrading gracefully whether the model runs on-device or via an API.
Agent-native
Any MCP client uses it directly, and never needs access to the app itself.
See it work
From unknown interface to known terrain.
Demo video
The vision
Make software legible to the agents doing the work.
- Map your entire internal stack. Every admin panel, dashboard, and tool your team relies on, navigable by any agent.
- Documentation that can’t drift. Guides derived from the live interface, so they’re never out of date with the product.
- Change intelligence. Diff an interface across versions to catch breaking UX changes before your users hit them.
- The reliability standard for agent-operated software. As teams hand more real work to agents, the interfaces those agents touch need a map they can trust. AppAtlas is that layer.
Every piece of software your agents touch, mapped, verified, and reliable.