AskAniela

AskAniela estimates, rule by rule, how likely a web page is to violate Google web search spam policies or to match the Lowest/Low criteria of Google's Search Quality Rater Guidelines (SQRG).

How it works:

1. You send a URL, HTML or plain text to POST /v1/judge.
2. For every rule in the catalog a language model answers a single question with 0 or 1.
3. The model only answers 0/1; all scores, thresholds and the verdict are computed in code.
4. For high-scoring violations the service quotes evidence from the page and verifies each quote against the page text.

Start with the Quickstart, then read Concepts. The interactive OpenAPI of a running server stays at /docs; the full reference is here.

Disclaimer

AskAniela is not affiliated with Google. Scores are raw, uncalibrated rankings, not the probability of a manual action or a ranking change. Some practices cannot be judged from a single page and are listed as not assessed. Treat the report as a prioritised review list for a human, not as a verdict.