MABL FOR DEVELOPERS

Focus On Your Code, Not False Positives

mabl writes, runs, and repairs tests on its own, letting you know in seconds whether your change is safe to ship. Auto-healing fixes flaky tests a Playwright-only setup would force you to babysit.

Evas GitHub

Your coding agent drives mabl through MCP and CLI, right from your terminal

Use mabl's agent skills in Claude Code, Cursor, or Copilot and work in plain language. Plan and build tests locally, run sessions in parallel, reproduce a failed run in a Chrome window, and confirm a passing run before you open the PR.

Create test-1
Create test-1

Plan, run, investigate, and fix from one conversation.

The whole loop happens in your terminal, talking directly with your agent. No need to switch tools or leave your flow.

  • Plan: Describe the change or point it to a diff, mabl maps what it affects.
  • Run: Run only the impacted tests against your dev environment.
  • Investigate: A classified verdict with the evidence behind it.
  • Fix: Apply fiixes to the code or test, and confirm they pass.
download (3)
Screenshot 2026-07-02 at 4.37.10 PM

Your agent runs the code. It shouldn't judge it too.

Your agent and CI build and deploy the changes. Meanwhile, mabl orchestrates the tests and delivers the verdict, independent of the code that wrote it. This means your agent isn't grading its own work, so you avoid the kind of false positives an agent pushes. And because the token-heavy judging runs on mabl, not your agent, you get the verdict for a fraction of the tokens, time, and cost.

Know what a failure means before you touch it

mabl tags each failure and hands your coding agent the evidence it needs to act, so you skip the triage time-suck and stay on track.

Regression pill

A real bug in the code

Behavior changed against known-good intent. Fix belongs in the product.

Hand to the coding agent

Environment pill

A problem in neither

Timeout, flaky dependency, bad data. Nothing to change in code or test.

Retry or rout to infra

Test Issue pill

A stale test

The app changed on purpose; the test needs to catch up. mabl proposes the update.

Auto-heal or confirm

See mabl in Your Workflow

Learn how mabl can change the way developers approach quality.