research_ads

shallow

io.github.hermoso-ai/hermoso · Verify this server

Natural-language ad research: a Claude tool-use loop over Meta/Google/LinkedIn ad libraries + organic TikTok. Returns a summary + the found ads (with their served URLs). Spends LLM tokens + ScrapeCreators credits.

100.0/100

1 trials · measured 8 days ago

research_ads scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.hermoso-ai/hermoso, measured 25 Aug 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 + stdio
Credential class
gated
Category
Content & media
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

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: research_ads
[![Vouch score](https://vouch.tools/api/tools/39b4aea0-20fa-4125-a99f-e7b048f54093/badge.svg)](https://vouch.tools/tools/39b4aea0-20fa-4125-a99f-e7b048f54093)
research_ads — Vouch