run_quality_check

shallow

com.getfreedomos/freedom-mcp · Verify this server

Evaluate content or media against your ICP persona using Gemini 3.1 Pro vision. Actually SEES images and WATCHES videos. Returns quality scores (1-10) across 6 dimensions + specific ICP feedback. Use after generating media or drafting content to validate quality before delivering to the user. [sensitive-tier — first use may require a manager's approval; a from-now-on approval makes future calls seamless, a just-once approval re-asks next time.]

100.0/100

1 trials · measured 8 days ago

run_quality_check scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.getfreedomos/freedom-mcp, 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
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: run_quality_check
[![Vouch score](https://vouch.tools/api/tools/4d5c52b6-2735-42e2-834d-7aefc312dc71/badge.svg)](https://vouch.tools/tools/4d5c52b6-2735-42e2-834d-7aefc312dc71)
run_quality_check — Vouch