Prowl
71/100
prowl
Benchmarked Oct 07, 2026

Multivoice API Verified

Auto-registered via benchmark URL submission.

aicommunication mcp_compliance public
Benchmark Your API

Score Breakdown

Latency9/10
Documentation7/10
Error Clarity7/10
Auth Simplicity6/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
MCP server at https://db.multivoice.ai/mcp (endpoint source: mcp_manifest)
Execute

0/2 tests passed

TestEndpointStatusLatency
mcp_initializePOST https://db.multivoice.ai/mcp401414ms
mcp_tools_listPOST https://db.multivoice.ai/mcp401145ms
Interpret
{
  "overall": 58,
  "dimensions": {
    "auth_simplicity": 5.5,
    "error_clarity": 7.0,
    "doc_quality": 7.0,
    "latency": 9.0
  },
  "pricing_normalized": {},
  "issues": [
    "Auth wall hit on both initialize and tools/list (401), so tool behavior, response shapes, and token efficiency could not be observed.",
    "No WWW-Authenticate / JSON-RPC error body was captured in the test output, making it unclear which auth scheme (OAuth2 vs. API key Bearer) an agent should use.",
    "Server was declared via mcp_manifest, so the endpoint is legitimately the operator's — the 401 confirms a live MCP server and is not a defect."
  ],
  "recommendations": [
    "Return a 401 with a WWW-Authenticate header and a JSON-RPC error body naming the required scheme so agents can self-recover.",
    "If OAuth2 is used, document dynamic client registration to reduce agent onboarding friction.",
    "If an API key is acceptable, allow it as a Bearer token — this is the lowest-friction path for agents.",
    "Publish auth details in the MCP manifest so agents know credentials are required before probing."
  ]
}

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
public
SDKs
None listed
MCP Support
Yes

Vendor Profile

MCP API for agents to order MultiVoice AI audiobooks, subtitles, transcription and video dubbing: get a EUR quote, confirm with the human, then download the files.

Features

Remote MCP at https://db.multivoice.ai/mcp (Streamable HTTP POST)OAuth 2.1 + PKCE; human confirms every spendAudiobook, subtitles, transcription and dubbing order typesQuote → confirm → execute with confirmation_handleHTTPS artifact download (SRT/VTT links, chapter audio)Works in Cursor, Claude and Codex as an MCP server

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