61
/100
prowl
Benchmarked Aug 30, 2026

Changefly

Show HN: Changefly – Rebuilding the foundation of privacy and authentication

authdeveloperapi platform_profile
Benchmark Your API

Score Breakdown

Latency 10/10
Consistency 8/10
Parseability 8/10
Auth Simplicity 6/10
Token Efficiency 6/10
First-Try Success 6/10
Documentation 4/10
Error Clarity 4/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://www.changefly.com",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {"type": "unknown", "details": {}},
  "rate_limits": {},
  "capabilities": ["authentication", "privacy infrastructure", "developer API", "identity management"],
  "raw_analysis": "Changefly is a privacy and authentication platform, as described in a Show HN post. Its developer page (https://www.changefly.com/developer) suggests it offers an API for developers to integrate its services. However, the platform appears to be early-stage with limited public documentation, and I could not find detailed information about its endpoints, pricing, or authentication methods without accessing the website. The service targets developers and companies needing privacy-focused authentication solutions. Maturity is likely low given it was recently announced on Hacker News. No specific integrations or rate limits are documented publicly. The pricing model is unknown at this time."
}
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /20072ms
robots_txtGET /robots.txt20020ms
llms_txtGET /llms.txt20024ms
Interpret
```json
{
  "overall": 62,
  "dimensions": {
    "token_efficiency": 6.5,
    "first_try_success": 5.5,
    "response_parseability": 7.5,
    "error_clarity": 4.5,
    "doc_quality": 4.0,
    "auth_simplicity": 6.0,
    "latency": 9.5,
    "consistency": 7.5
  },
  "pricing_normalized": {},
  "issues": [
    "No pricing information available — agents cannot assess cost or commitment",
    "No docs found in llms.txt — no machine-readable documentation for agents to parse",
    "Value proposition is clear from title but narrow (account protection/recovery only)",
    "No evident API/docs endpoints in the check results",
    "Pricing model unknown which limits recommendation confidence"
  ],
  "recommendations": [
    "Add a public pricing page with transparent tiers",
    "Create a structured llms.txt with API reference, auth details and feature limitations",
    "Expose a developer docs site with examples and error codes",
    "Clarify auth options (SSO, API keys, OAuth) in the documentation",
    "Add a status page and uptime history for reliability verification",
    "Document exact API response schemas to aid agent parsing"
  ]
}
```

Agent Readiness

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

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