My initial thought is to establish a RESTful API by building my own servlet to handle the requests, and of course, customize it to meet my aims. However, I have a feeling there are already many versions of this wheel out there so I would like to avoid reinventing it.
There probably are but REST APIs are like Database ORMs, they can potentially speed up development a bit but they come with overhead and most of the work will still be focused in defining your interfaces.
Your best bet is to pick a low-level server platform that allows you to control routing, requests, and responses directly (ie URIs + GET/POST/PUT/DELETE).
In fact, if you take some time to read up on the HATEOAS approach to REST APIs you will start to realize how simple and powerful REST can be if fully utilized. Resist the urge to use hacky Ruby-style REST anti-patterns.
Update:
Here's a good link to some good REST anti-pattern examples.
By Ruby-style REST anti-patterns I'm referring to unnecessarily creating URIs for specific actions.
For the URI:
// a URI representing a post
example.org/post/456
// another URI representing a post edit
example.org/post/456/edit
As opposed to using POST (ie create), PUT (ie update), DELETE (ie remove).
Another example is the the blog anti-pattern:
// filter by date
example.com/posts/2012/12/1/
// load by ID
example.com/posts/id/456
// load by title
example.com/posts/title/example-post-title
Basically, what this is searching and returning the first instance that matches the date parameters. The RESTful way to do a filter is by using a querystring on the URI.
// the post uri represents a post
example.com/post/456
// the posts uri represents a filtered list of posts
// think of a filtered ATOM feed
example.com/posts?date=12/12/1
example.com/posts?title=example-post-title
Ruby was one of the first widespread platforms that enabled custom/advanced routing schemes without obscure configurations like apache mod_rewrite. Unfortunately, at the time a lot of people started considering custom routing schemes RESTful when then don't really follow the definition.
The idea is that a there should be a single URI representing each resource. Resources are created via POST, updated via PUT, read/filtered via GET, etc... Funneling everything through GET/POST and/or creating URIs to represent actions on other URIs are common but not ideal.
Transforms can be handled using MIME-Types:
example.org/post/456+json
Note: Also, don't forget to send the response with the correct Content-Type in the header so the client knows how to handle it. In this case the Content-Type would be 'application/json'.
Authentication can be very simple if you don't need a complicated ACL. Just create a Controller base class where POST/PUT/DELETE requests all require authentication. GET requests are usually read-only.
The differences may seem trivial but imagine REST as a class interface. Everything that inherits it is expected to act in a manner that complies with the interface definition. Breaking the pattern means breaking the interface contract at which point the abstraction leaks. Every anti-pattern you implement will then need to be re-implemented on every client and the interface becomes implementation-specific.
Optional:
Analytics Tracking:
Tracking is just as easy. Setup a URI for the tracker that's setup to accept POST requests. When you send the response to the user, send a second response to the tracker URI with the user's agent info in the body.
// POST tracking info to this URI with user agent info in the body
example.org/tracking/
Request Time Tracking:
This really depends. Do you want the time from the request is received by the server and a response is sent? If that's the case, just mark Date.now() at the start of the controller, do it again after the response is sent, and compare the two.