Put verification where code gets written.

Use the interface that fits: a CLI command in a terminal, MCP from a coding agent, or Playwright oriented work with structured evidence beside it.

Workspace collaborationIllustrative workflow
Owner view Acme workspace
PeopleInvite a teammate

Priya · Owner online

scoped invite
Member view Sam's workspace
Access grantedProject dashboard

Projects read / write

Billing no access

Observed resultMember access scoped correctlyInvite accepted · state matches policy

CLI commands

Run a bounded goal with a URL and request JSON output for scripts and agents.

MCP tools

Connect an MCP compatible client to authorized browser, run, and trace workflows.

Playwright friendly

Keep editable browser tests and bring supported generated flows into engineering work.

A small verification loop

After changing a login form, run molar verify "login works" --url http://localhost:3000 --json. Read the result, inspect evidence, and rerun after a fix.

  • Local and hosted targets
  • JSON results
  • Trace references
Go to documentation
Workspace collaborationIllustrative workflow
Owner view Acme workspace
PeopleInvite a teammate

Priya · Owner online

scoped invite
Member view Sam's workspace
Access grantedProject dashboard

Projects read / write

Billing no access

Observed resultMember access scoped correctlyInvite accepted · state matches policy

Build interfaces into tools

Use CLI and MCP where a coding agent or CI job needs to start work and inspect the outcome. Availability depends on authentication and deployment.

  • MCP clients
  • Scoped credentials
  • Quickstart documentation
Talk through your use case
Browser taskIllustrative workflow
billing.acme.test
Browser taskFind August invoice

Aug 2026 Paid

Documentinvoice_august_2026.pdf


Downloaded

A few things
you might be wondering.

Have a specific workflow in mind?
Let’s talk it through

Which command should I start with?

Use `molar verify` for a browser claim and `molar run` for a scenario or task. Add `--json` for agent output.

Where is the hosted MCP endpoint?

The hosted endpoint is documented at https://docs.molar.it and requires configured credentials and scopes.

Can I keep Playwright?

Yes. Molar can complement Playwright workflows; export support varies by setup.

Connect your developer workflow.

Choose a concrete workflow. We’ll help you get the right setup for your application.