Is it possible to get all arguments of a function as single object inside that function?

Use arguments. You can access it like an array. Use arguments.length for the number of arguments.

The arguments is an array-like object (not an actual array). Example function...

function testArguments () // <-- notice no arguments specified
{
    console.log(arguments); // outputs the arguments to the console
    var htmlOutput = "";
    for (var i=0; i < arguments.length; i++) {
        htmlOutput += '<li>' + arguments[i] + '</li>';
    }
    document.write('<ul>' + htmlOutput + '</ul>');
}

Try it out...

testArguments("This", "is", "a", "test");  // outputs ["This","is","a","test"]
testArguments(1,2,3,4,5,6,7,8,9);          // outputs [1,2,3,4,5,6,7,8,9]

The full details: https://developer.mozilla.org/en-US/docs/JavaScript/Reference/Functions_and_function_scope/arguments

ES6 allows a construct where a function argument is specified with a "..." notation such as

function testArgs (...args) {
 // Where you can test picking the first element
 console.log(args[0]); 
}