You can often do simple learning tests for REST services with nothing more than a browser. For SOAP services i saw people using tools like SoapUI. A more lightweight option is the Chrome extension Wizdler. which i like because it is as simple as PostMan for REST services.
For Firefox there is soa-client, which is OK but you have to write the soap envelope bodies yourself.