hubvibe_data_query

shallow

io.github.Its-fortunatefolly/hubvibe · Verify this server

BigQuery SQL: run a read-only SQL query, including against Google's public datasets (Wikipedia, GitHub, blockchains, weather, census and more), and get columns and rows back as JSON with the bytes processed. Every query is dry-run first and refused above the scan ceiling, so cost is bounded before it runs. Input: sql; optional max_scan_gib. Ask in plain English instead: data.question. $0.50 per call. Returns: columns[], rows[], row_count, gib_processed, cache_hit.

100.0/100

1 trials · measured 13 days ago

hubvibe_data_query scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.Its-fortunatefolly/hubvibe, 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
Category
Finance & compliance
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: hubvibe_data_query
[![Vouch score](https://vouch.tools/api/tools/5d439f39-e122-4970-9c03-f7ce4ff26ae0/badge.svg)](https://vouch.tools/tools/5d439f39-e122-4970-9c03-f7ce4ff26ae0)
hubvibe_data_query — Vouch