find_ai_questions

shallow

app.openkrill/seo-audit · Verify this server

Long-search finder for a pasted Search Console export. Use this when the user pastes Search Console Performance rows or a CSV and asks which questions to answer on their pages, or how to get named in ChatGPT or Google AI answers. Pass the text as csv, or JSON rows as rows, with query and impressions, and page if there is one. Keeps the searches of 7 or more words (the rule ^(\S+\s){6,}\S+$), ranks them by impressions and marks which look like questions. Each has the page Google shows, the question as a heading, and a 2-sentence answer skeleton with a placeholder for one real number or fact that only the owner knows. Also groups by page. Up to 5000 rows. Reads only what is pasted: no Google login, no Search Console call, no AI engine, nothing stored. It does not write the answer and does not invent the number. Ask the question by hand in ChatGPT or Google AI before editing the page.

100.0/100

1 trials · measured 2 days ago

find_ai_questions scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against app.openkrill/seo-audit, measured 6 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
2026-10-06100.0shallowv0.2.0

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.

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Vouch score: find_ai_questions
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find_ai_questions — Vouch