A zipped KML, sometimes with icons and images bundled alongside. It's what Google Earth hands you when you export, and it's a single attachment rather than a folder, which is most of the appeal.
Every conversion below runs in this page, on your own machine. Nothing is uploaded, there is no queue, and there is no account to make. Pick a target format, or just drop a KMZ file above and choose afterwards.