serp_intelligence

shallow

io.github.fredxhansson-cmyk/noniner · Verify this server

Point it at any Google Search scraper's dataset and get AI SERP intelligence:…. Point it at any Google Search scraper's dataset and get AI SERP intelligence: who ranks and why, search intent, SERP features, competitor patterns and content…

100.0/100

1 trials · measured today

serp_intelligence scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.fredxhansson-cmyk/noniner, measured 20 Oct 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
self-provisionable
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-20100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: serp_intelligence
[![Vouch score](https://vouch.tools/api/tools/2cd48bbe-6666-451a-9ea0-f8cfe32c3242/badge.svg)](https://vouch.tools/tools/2cd48bbe-6666-451a-9ea0-f8cfe32c3242)
serp_intelligence — Vouch