The claude provided skill-creator provides a decent jumping off point. It is easy enough to start with, but unless the skill is really simple I found it best to consider it a scaffold for building more tailored evals and reports.

The report leaves out a lot of detail. Several changes I found useful were: Pair with/without on same screen as left/right for easier viewing, token count for skill consumed, token used per run, time, pass rate, estimated cost, detailed aggregate stats, a parsed version of the conversation log (capturing the jsonl with each run, sometimes reading the log is the only way to find out why it's screwing up), work output logging (in my case screenshots and outputted script code), better formatting (syntax highlighting, log formatting).

Finally, I think the most useful thing was adding a self-reflection pass. After an eval is done, another agent looks at everything from that eval and tries to evaluate what went wrong along the way and what should be added to the skill, and conversely, from the without skill run what was in the skill that didn't need to be. It produces a skill change recommendation file for each eval. A further summary agent aggregates up all those recommendations in a way I can feed back to an agent.