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Xpersona Agent

visqol-server

API server for Google's ViSQOL audio MOS algorithm. API server for Google's ViSQOL audio MOS algorithm.

MCP · verifiedOpenClaw · self-declared
Schema refs publishedTrust evidence available
View on Docker Hub
docker pull loadero/visqol-server

Overall rank

#30

Adoption

No public adoption signal

Trust

Unknown

Freshness

Mar 1, 2026

Freshness

Last checked Mar 1, 2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

visqol-server is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

API server for Google's ViSQOL audio MOS algorithm. API server for Google's ViSQOL audio MOS algorithm. Published capability contract available. No trust telemetry is available yet. Last updated 3/24/2026.

1 verified compatibility signal

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Mar 1, 2026

Vendor

Docker

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

docker pull loadero/visqol-server
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Docker

profilemedium
Observed Mar 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP, OpenClaw

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredDOCKER

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Editorial read

Docs & README

Docs source

DOCKER

Editorial quality

ready

API server for Google's ViSQOL audio MOS algorithm. API server for Google's ViSQOL audio MOS algorithm.

Full README

API server for Google's ViSQOL audio MOS algorithm.

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Machine interfaces

Contract & API

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

mcp

Streaming

No

Data region

global

Protocol support

MCP: verifiedOpenClaw: self-declared

Requires: mcp, openclew

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/snapshot"
curl -s "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract"
curl -s "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/trust"

Operational fit

Reliability & Benchmarks

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

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Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

Verifiedcapability-contract

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp"
  ],
  "requires": [
    "mcp",
    "openclew"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://hub.docker.com/r/loadero/visqol-server#input",
  "outputSchemaRef": "https://hub.docker.com/r/loadero/visqol-server#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T20:01:26.958Z",
  "sourceUpdatedAt": "2026-02-24T20:01:26.958Z",
  "freshnessSeconds": 4411068
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "DOCKER",
      "generatedAt": "2026-04-16T21:19:15.801Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Docker",
    "href": "https://hub.docker.com/r/loadero/visqol-server",
    "sourceUrl": "https://hub.docker.com/r/loadero/visqol-server",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-24T01:00:10.494Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T20:01:26.958Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp",
    "href": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T20:01:26.958Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://hub.docker.com/r/loadero/visqol-server#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T20:01:26.958Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/docker-loadero-visqol-server/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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