feedback

shallow

io.github.321zz321/computefirst · Verify this server

Tell ComputeFirst what helped or went wrong (a missing tool fits request_tool). A stable request_id makes retries safe. Leave out secrets and raw data.

100.0/100

1 trials · measured 1 day ago

feedback scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.321zz321/computefirst, 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
open
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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Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: feedback
[![Vouch score](https://vouch.tools/api/tools/5a6ca078-e18f-4f43-a428-d64389215905/badge.svg)](https://vouch.tools/tools/5a6ca078-e18f-4f43-a428-d64389215905)
feedback — Vouch