76
/100
prowl
Benchmarked Aug 29, 2026

Sauna Guide Quotes Verified

Prepare a private US home-sauna project brief and start a personal provider search only after the user explicitly approves submission.

aisearch mcp_compliance Streaming nonepublic
Benchmark Your API

Score Breakdown

Auth Simplicity 10/10
Latency 8/10
First-Try Success 8/10
Parseability 8/10
Consistency 7/10
Documentation 7/10
Error Clarity 7/10
Token Efficiency 7/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
MCP server at https://sauna.guide/mcp (endpoint source: mcp_manifest_url)
Execute

2/2 tests passed

TestEndpointStatusLatency
mcp_initializePOST https://sauna.guide/mcp200284ms
mcp_tools_listPOST https://sauna.guide/mcp200168ms
Interpret
{
  "overall": 72,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 8.0,
    "response_parseability": 8.0,
    "error_clarity": 7.0,
    "doc_quality": 7.0,
    "auth_simplicity": 10.0,
    "latency": 8.0,
    "consistency": 7.0
  },
  "pricing_normalized": {},
  "issues": [
    "Limited test data: only initialize and tools/list tests performed, no tool calls evaluated for success or error handling",
    "Long instructions in initialize response may add token overhead for agents",
    "Input schema uses pattern for postal code, which could cause unclear validation errors if not well-explained"
  ],
  "recommendations": [
    "Run additional tests on prepare_sauna_quote_request and submit_sauna_quote_request to validate first-try success and error clarity",
    "Consider shortening server instructions to reduce token consumption during initialization",
    "Provide explicit error message templates for schema validation failures"
  ]
}

Agent Readiness

x402 Payments
Not supported
Streaming
Yes
Sandbox
None
Agent Auth
none, public
SDKs
None listed
MCP Support
Yes

Embed your Prowl badge

Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.

Prowl agent-readiness badge
<a href="https://prowl.world/service/sauna-guide-quotes">
  <img src="https://prowl.world/badge/sauna-guide-quotes.svg" height="56" alt="Agent-readiness on Prowl">
</a>

Options: ?style=light|dark · ?size=sm|md · ?variant=certified (claimed + DNS-verified only) · badge generator with preview

Want the full interactive view?

See operational metrics, LLM evaluations, agent readiness, and more.

Open in Dashboard