get_insights

shallow

io.github.zkousama/morocco-communes · Verify this server

For a commune, up to 3 of its 2024 census figures that stand out: among the highest or lowest communes, moved far more or less than other communes since 2014, or far from its province's figure. Each comes with its context as numbers, worked out from the census: the commune's other figures here, the communes it borders on the same figure (their median and the one furthest from it), and the same figure in 2014 beside Morocco's, where the two censuses can be compared. A commune with any figure the two censuses disagree on is left out, on its own page and as a neighbour. Figures they measure differently, shares by sex and likely errors in the data are left out too. An economy or housing figure on fewer than 100 businesses or urban dwellings is left out, since a handful of them can swing a share. A census figure in a commune of 2,000 households or more is marked sampled, since the long questionnaire went to a sample of households there. No language model writes or judges any of it. Only communes have these, and most have none.

100.0/100

1 trials · measured 2 days ago

get_insights scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.zkousama/morocco-communes, 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
open
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: get_insights
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get_insights — Vouch