SERP validation kit
Python 3.10+; standard library only.
Run: python serp_compare.py reference.json candidate.json
The JSON inputs are hand-authored examples using reserved .example domains.
The tool compares domain coverage and request context. It cannot establish the cause of a ranking difference.
No network requests are made. Preserve original responses separately under your retention policy.
