Molar.
Get started

Automate the browser work you repeat.

Describe a task such as finding an invoice, downloading a report, or filling an approved form. Set the target and credentials, then use the returned file, fields, or status in the next tool.

Get started free Read the docs
Invoice workflowExample
Browser task01
billing.northstar.test
Find August invoice

August 2026Paid

Page action02
Open matching recordInvoice row selectedinvoice_august_2026
File result03
PDF
invoice_august_2026.pdf Downloaded for the team

Describe the job

Ask Molar to find an invoice, download a report, or fill an approved form.

Work through the web app

The agent reads the page and follows the controls your team uses.

Return the file or data

Use the captured output in your next tool, and check the run status before continuing.

Download reports and fill forms

Run a task against an app you can access: download a report, update a project field, or verify a page state. Use the returned file or status in the next step.

  • Fill an approved form
  • Download a report
  • Verify a page result
Download an invoiceIllustrative example
TaskDownload latest invoice
Open billing portal · done
Find invoice row · done
Save PDF · next
PDFinvoice-downloadRequested filestatus · pending

Control what Molar can access and change

Choose the target, credentials, and expected result before execution. Molar records whether the run completed, failed, or was blocked so you can inspect the action and its consequence.

  • CLI and MCP entry points
  • Site-specific test accounts
  • Returned files and screenshots
Know what the result meansRun status
Completed
The requested result was observed.
Failed
The expected page state was not reached.
Blocked
Access, a required input, or a workflow limit prevented progress.

Review the recorded steps and screenshots to see where the task stopped.

Frequently asked questions

Have a specific workflow in mind?
Talk to us

Is this only for testing?

No. The same browser platform runs tasks in other web apps and tests your own.

Can an agent start a task?

The CLI and MCP provide agent-accessible entry points with structured results.

Can automation make irreversible changes?

Yes. The agent doesn’t pause before a purchase or a delete, and it only opens pages on your project’s hosts. Give it an account with only the access you’re comfortable handing over.

Automate a browser task.

Create a free workspace and describe the first flow to test. Or check a public page first, no account needed.

Get started free Check a public page

Free during the beta. No card.