| Brand-word or page-trace shortcut | Users who only want a rough first glance | Footers, brand words, DNS traces, and template fingerprints | This most easily merges the platform brand, frontage layer, and raw provider into one answer | Low | Use only as a first-pass screen |
| GitHub Pages Hosting platform attribution | Users who need to judge whether the site or page looks more like GitHub Pages Hosting | GitHub Pages deployment traces, custom-domain setup, static-page behavior, and DNS or CNAME patterns | It answers the platform direction, but it still cannot replace raw-network and seller-boundary judgment | Low-medium | Best as the main decision layer |
| Platform model plus raw-layer cross-check | Users who need to separate the platform model from final responsibility | Separate repository-driven static pages, visible edge layers, and whether a dynamic backend lives elsewhere; Seeing GitHub Pages does not automatically settle repo ownership, backend services, or the full seller boundary | It needs more context and often ends in high confidence rather than absolute proof | Medium | Best as the final judgment path |