Classifies every cited page
Eight types: community thread, listicle, comparison page, review site, documentation, a competitor's own domain, your own domain, or a plain article. The classification runs off the URL's host and path shape, which is deterministic, free, and explainable — three properties that matter more here than catching every edge case.