Yes, you can also access/debug HTTP/2 content with curl or nghttp2. And the content of the request/response body streams is binary (in the sense that there is no predefined encoding) - just like in HTTP/1.1. That there is also a binary framing layer underneath should not care you from CLI user or application builders perspective. Just like you don't care in what number of IP frames your request was transmitted.
