Prowl
79/100
prowl
Benchmarked Oct 01, 2026

Telnyx API

SIP trunking, SMS, MMS, Call Control and Telephony Data Services.

datatelephonysms mcp_compliance email_signup
Benchmark Your API

Score Breakdown

Latency10/10
Parseability9/10
Consistency8/10
Documentation8/10
Auth Simplicity8/10
Token Efficiency8/10
First-Try Success8/10
Error Clarity6/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
MCP server at https://api.telnyx.com/v2/mcp (endpoint source: mcp_manifest)
Execute

2/2 tests passed

TestEndpointStatusLatency
mcp_initializePOST https://api.telnyx.com/v2/mcp200153ms
mcp_tools_listPOST https://api.telnyx.com/v2/mcp200122ms
Interpret
{
  "overall": 78,
  "dimensions": {
    "token_efficiency": 7.5,
    "first_try_success": 8.0,
    "response_parseability": 9.0,
    "error_clarity": 6.5,
    "doc_quality": 8.5,
    "auth_simplicity": 7.5,
    "latency": 9.5,
    "consistency": 8.0
  },
  "pricing_normalized": {},
  "issues": [
    "Only initialize and tools/list were exercised; tools/call requires an API key we did not supply, so first_try_success, error_clarity, and consistency are inferred from schema quality rather than observed behavior.",
    "tools/list response_preview is truncated, so the full tool catalog and meta-tool (get_api_endpoint_schema / invoke_api_endpoint) design could not be fully evaluated.",
    "Meta-tool pattern (schema-then-invoke) adds a round trip and extra tokens per real API call, reducing end-to-end token efficiency for agents.",
    "Auth requires an API key as Bearer token for tools/call, a soft barrier for agents without provisioned credentials."
  ],
  "recommendations": [
    "Return full error bodies with the JSON-RPC error code, a human-readable message, and a remediation hint when tools/call is invoked without a valid Bearer token, so agents can self-correct.",
    "Document the invoke_api_endpoint flow and required Authorization header explicitly in tool descriptions so an agent can chain get_api_endpoint_schema -> invoke_api_endpoint on the first try.",
    "Consider collapsing the schema-then-invoke pattern into higher-level typed tools for common Telnyx endpoints to cut token cost and round trips.",
    "Ensure all tool responses are strict JSON with stable fields across calls to maximize parseability and consistency."
  ]
}

Agent Readiness

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

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