wenmar_labor

shallow

com.wenmarpro/wenmar-open · Verify this server

Wenmar's own estimates of the hours a repair job takes: written by people who do the work and later measured from repair orders, never from a labour guide. An estimate, not a quote. Rust, seized fasteners and added equipment change the time. action=jobs lists the jobs an estimate can be about; with `job` it gives one job: what it includes, what it excludes, and its typical hours by class of vehicle. action=vehicle takes `id`, a vehicle id such as "2018_ford_f-150" (an id that ends with an engine asks for that engine), and optionally `job`: for each job it gives `hours` (low, typical, high), `basis` (expert or observed) and `scope`, which says what the figure is for: engine, generation, model or class. A class figure is typical for vehicles of that class and was not worked out on this vehicle: say so. A job with no figure for the vehicle is not listed. action=vin takes `vin` (and optionally `year`, `job`) and does the same for the vehicle the VIN decodes to. No answer holds a price: multiply by the shop's own rate. Credit the data as `attribution` says: Labour estimates by Wenmar Pro, CC BY 4.0.

100.0/100

1 trials · measured today

wenmar_labor scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.wenmarpro/wenmar-open, measured 20 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
2026-10-20100.0shallowv0.2.0

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: wenmar_labor
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wenmar_labor — Vouch