Understand the evidence before changing the site
Diagnostic numbers are useful only when their meaning stays stable. This cluster explains what each VibeFootprint output measures, what it does not measure and how to turn the evidence into a responsible before-and-after review.
Scan a website first→10 editorial guides
Understand the Vibe-Footprint, security baseline, evidence breadth, score drivers and limitations without overclaiming what a URL scan can know.
The Vibe-Footprint is a 0–100 qualitative index of similarity between observed public patterns and the reference corpus. It is orientation, not authorship proof or generated-code percentage.
Read guide →A high score means many measured public patterns resemble the reference corpus. It can occur even when only a few concrete issues are observed because similarity drivers and defect findings answer different questions.
Read guide →A low score means the public patterns show less similarity to the reference corpus. It is not a certificate of quality, security, accessibility or human authorship.
Read guide →The security baseline summarizes selected public response-header protections on the main document. It stays independent from the pattern-similarity score.
Read guide →Evidence breadth describes how much of the allowed public surface was successfully inspected. It provides context without adding a hidden bonus or penalty to the score.
Read guide →Score drivers show relative model influence for the measured page. They explain direction and strength but are not additive points on the 0–100 scale.
Read guide →A direct marker is a publicly observable token associated with a tool or delivery system. It supports a narrow observation but still does not prove complete authorship or generated-code share.
Read guide →The standard scan uses the public document, response headers and a bounded set of same-origin resources. It does not request a repository, login or private application state.
Read guide →Clear limitations make the report safer to use: the scan cannot determine authorship, inspect private source, certify security or replace accessibility and application testing.
Read guide →A useful comparison holds the target and measurement conditions stable, then connects score changes to a documented release and visible evidence.
Read guide →