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Generate desired capabilities for Selenium and Appium tests instantly. TestMu AI's free Automation Capabilities Generator supports Java, Node JS, C#, PHP, Python, and Ruby.

Naima Nasrullah
February 23, 2026
Running automated tests on a cloud platform typically starts with defining your desired capabilities: a set of key-value pairs that specify your test environment, including browser, version, and OS. However, manually configuring these can be tedious and prone to errors that cause sessions to fail silently.
The TestMu AI Capabilities Generator solves this by letting you create the exact capability configuration you need, select your browser/OS options, device configurations, end-user conditions, and more from dropdowns. The generator produces framework-specific capabilities that are ready to use in your automation code and run on the TestMu AI cloud.
For even greater flexibility, especially in mobile app automation, TestMu AI supports Regular Expressions (Regex) in the Capabilities Generator. Using Regex for a capability like deviceName (e.g., Galaxy.*) helps you choose a device that matches the regex, instead of specifying an exact device name.
Overview
What Is the TestMu AI Capabilities Generator?
The TestMu AI Capabilities Generator is a web tool that generates ready-to-use capabilities, simplifying setup and reducing errors.
What Are Its Key Features?
It offers a range of features to make test configuration easier and more accurate:
Why Should You Use It?
The generator helps teams save time and reduce errors in test setup:
TestMu AI (Formerly LambdaTest) capabilities generator is a free, visual, web-based tool that generates desired capability configurations for your Selenium, Appium, and Playwright automation tests, so you don't have to configure them yourself.
Pick your framework, browser, OS, device, resolution, and any advanced settings, and it shows the capability you need in the language of your choice.
TestMu AI maintains forward compatibility through beta browser support and day-zero enablement of the latest device models and operating system releases.

There's more to it than generating capabilities. It puts your entire test configuration in your hands:
Explore these guides to get started: BrowserStack to TestMu AI and Sauce Labs to TestMu AI.
Here's what the TestMu AI capabilities generator offers:
The TestMu AI capabilities generator walks you through the entire configuration on a single page. Let's look at an example.
A developer wants to run an Appium test on a Samsung Galaxy S25 Ultra running Android 15. Instead of manually writing the capability structure, they open the TestMu AI capabilities generator, select Appium, Java, real device, and the Galaxy S25 Ultra and get these capabilities instantly:
DesiredCapabilities capabilities = new DesiredCapabilities();
HashMap<String, Object> ltOptions = new HashMap<String, Object>();
ltOptions.put("w3c", true);
ltOptions.put("platformName", "android");
ltOptions.put("deviceName", "Galaxy S25 Ultra");
ltOptions.put("platformVersion", "15");
ltOptions.put("app", "app_id");
ltOptions.put("isRealMobile", true);
capabilities.setCapability("lt:options", ltOptions);To run on any available Samsung Galaxy suite of devices instead, just use a regex pattern, replace "Galaxy S25 Ultra" with "Galaxy.*".
DesiredCapabilities capabilities = new DesiredCapabilities();
HashMap<String, Object> ltOptions = new HashMap<String, Object>();
ltOptions.put("w3c", true);
ltOptions.put("platformName", "android");
ltOptions.put("deviceName", "Galaxy.*");
ltOptions.put("platformVersion", "15");
ltOptions.put("app", "app_id");
ltOptions.put("isRealMobile", true);
capabilities.setCapability("lt:options", ltOptions);The TestMu AI Capabilities Generator simplifies how you configure your automation tests. Rather than manually defining capabilities, troubleshooting formatting issues, or navigating extensive documentation, the TestMu AI Capabilities Generator instantly generates correctly structured capabilities tailored to your requirements.
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