48
/100
prowl
Benchmarked May 31, 2026

Notlogin Verified

OAuth-style authentication built for AI agents — let agents authenticate and act on behalf of users without human login flows.

authidentity platform_profile Streaming notloginoauth2_client_credentials
Benchmark Your API

Score Breakdown

Latency 10/10
Consistency 8/10
Token Efficiency 7/10
Auth Simplicity 5/10
First-Try Success 4/10
Error Clarity 3/10
Parseability 3/10
Documentation 2/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://notlogin.com",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "OAuth-style authentication for AI agents",
    "Enables AI agents to authenticate and act on behalf of users",
    "Eliminates the need for human login flows in AI processes"
  ],
  "raw_analysis": "Notlogin is a platform designed to provide OAuth-style authentication specifically tailored for AI agents. It aims to allow AI systems to authenticate and act on behalf of users without needing traditional human login flows, which could streamline processes that involve AI interacting with systems on behalf of users. This could be particularly beneficial in scenarios where quick and automated authentication is essential, such as in automated customer service, intelligent process automation, or AI-driven personal assistants.\n\nGiven the nature of its design for AI agents, the platform appears to be a specialized solution rather than a general-purpose authentication system, indicating a focus on scenarios where automation and AI capability are integrated into user workflows. The platform may be beneficial for developers and organizations focused on AI-enabled services that require frequent and seamless user authentication.\n\nNotlogin's maturity level is not explicitly mentioned, and there are no details on specific integrations, user base, or long-term sustainability provided. Additionally, information about pricing and rate limits isn't available, suggesting either a tailored business model or a product in early stages.\n\nOverall, Notlogin seems to offer a niche but potentially impactful solution in the rapidly growing AI sector, enabling smoother interactions between AI agents and end-user services."
}
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /20034ms
robots_txtGET /robots.txt20016ms
llms_txtGET /llms.txt40414ms
Interpret
```json
{
  "overall": 42,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 4.0,
    "response_parseability": 3.0,
    "error_clarity": 3.0,
    "doc_quality": 2.0,
    "auth_simplicity": 5.0,
    "latency": 10.0,
    "consistency": 8.0
  },
  "pricing_normalized": {
    "score": 3,
    "note": "No pricing information available; 'unknown' type with empty details. Agents cannot make cost-informed recommendations."
  },
  "issues": [
    "Missing /llms.txt (404) — no structured LLM-readable documentation",
    "No security headers on any endpoint (HSTS, CSP, X-Frame-Options absent)",
    "/robots.txt blocks /api — agents cannot discover API structure via crawling",
    "No pricing transparency — agents cannot advise users on cost",
    "No API documentation, OpenAPI spec, or developer portal discoverable from checks",
    "OAuth-style auth claimed but no technical details on flows (PKCE, device code, etc.)",
    "Response previews are HTML-only; no JSON/structured data endpoints evident"
  ],
  "recommendations": [
    "Implement /llms.txt with concise platform description, auth flow summary, and pricing",
    "Publish /api/docs or OpenAPI spec; ensure it's not blocked by robots.txt",
    "Add security headers (HSTS, CSP, X-Content-Type-Options) for platform trustworthiness",
    "Expose pricing page or tier structure; 'unknown' prevents agent recommendations",
    "Provide structured JSON endpoints for platform metadata (capabilities, limits, status)",
    "Document OAuth flows explicitly: grant types, token lifetimes, refresh behavior, scopes",
    "Add /api/health or status endpoint with machine-readable uptime data",
    "Consider llms-full.txt for detailed integration guidance"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
Yes
Sandbox
None
Agent Auth
notlogin, oauth2_client_credentials
SDKs
None listed
MCP Support
Yes

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