post_performance

shallow

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

Aggregate this brand's published posts to answer WHICH HOOKS AND SUBJECTS WORK. Groups by hook (default), subject, channel, media format or posting hour, and reports the engagement RATE within each channel. THREE THINGS IT DELIBERATELY WILL NOT DO, and you should repeat them rather than paper over them: (1) it never sums metrics across channels — a LinkedIn impression and a TikTok view are different units, so every comparison is within one channel; (2) it SUPPRESSES a verdict below 5 measured posts and says so, because a confident recommendation from 3 posts is worse than none; (3) a post with no recorded hook (published outside Hermoso, or backfilled without a creation match) counts toward channel and format totals but never votes on which hook works. Present the `finding` verbatim if there is one, and the reason if there is not. Read-only, 0 credits.

100.0/100

1 trials · measured 8 days ago

post_performance 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: post_performance
[![Vouch score](https://vouch.tools/api/tools/88376c87-b9d5-4435-8f1d-d86d4b4bafba/badge.svg)](https://vouch.tools/tools/88376c87-b9d5-4435-8f1d-d86d4b4bafba)
post_performance — Vouch