map_ad_angles

shallow

app.openkrill/ad-angle · Verify this server

Use this when the user wants to know which persuasion angles a set of ads uses and which are missing, such as "which angles are these competitor ads missing?". Pass the ads the user already has (id, text, and optionally advertiser). Optional descriptions of images or videos are read with the text. Returns the angles ranked with counts, advertisers and example ad ids, and a list of gaps: angles no ad uses (unclaimed) or only one advertiser uses (thin), each with evidence. Identical copy from one advertiser counts once. It does not fetch ads from any ad library. Angles come from keyword matching, so gaps are leads to check, not proof that an angle works.

100.0/100

1 trials · measured 1 day ago

map_ad_angles scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against app.openkrill/ad-angle, 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: map_ad_angles
[![Vouch score](https://vouch.tools/api/tools/d5702f7f-3b99-4a4b-ae11-0733d46ca01e/badge.svg)](https://vouch.tools/tools/d5702f7f-3b99-4a4b-ae11-0733d46ca01e)
map_ad_angles — Vouch