79
/100
prowl
Benchmarked Apr 25, 2026

CountryStateCity

World countries, states, regions, provinces, cities & towns in JSON, SQL, XML, YAML, & CSV format

ml platform_profile
Benchmark Your API

Score Breakdown

Parseability 9/10
Consistency 8/10
Documentation 8/10
Error Clarity 8/10
Auth Simplicity 8/10
Token Efficiency 8/10
First-Try Success 7/10
Latency 6/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
```json
{
  "service_type": "platform",
  "base_url": "https://countrystatecity.in",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {}
  },
  "rate_limits": {},
  "capabilities": [
    "Provide world countries data",
    "Provide state and regional data",
    "Provide city and town data",
    "Export data in JSON, SQL, XML, YAML, and CSV formats"
  ],
  "raw_analysis": "CountryStateCity is a platform that offers comprehensive geographical data about world countries, states, regions, provinces, cities, and towns. The data is available in various formats such as JSON, SQL, XML, YAML, and CSV, making it highly versatile for integration into various applications or systems.\n\nThe platform appears to be designed for developers, data scientists, and analysts who need to work with geographical data and require it in a structured format for further processing or integration into systems. There are no evident authentication requirements mentioned, suggesting that the service might be accessible without a significant setup process.\n\nAs of now, there is no detailed information about pricing models or subscription options on the site, making it challenging to ascertain how users are charged for using the service, if at all. The absence of explicit rate limits or terms of use also suggests limited publicly available documentation.\n\nThe platform's current state and level of integration support are unclear due to the lack of detailed technical documentation or API specifications publicly shared. However, the data provision in multiple formats suggests a level of maturity adequate for various technical implementations."
}
```
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /2001284ms
robots_txtGET /robots.txt20020ms
llms_txtGET /llms.txt200299ms
Interpret
```json
{
  "overall": 70,
  "dimensions": {
    "token_efficiency": 8.5,
    "first_try_success": 7.0,
    "response_parseability": 9.0,
    "error_clarity": 7.5,
    "doc_quality": 7.5,
    "auth_simplicity": 8.0,
    "latency": 6.0,
    "consistency": 8.5
  },
  "pricing_normalized": {},
  "issues": [],
  "recommendations": []
}
```

Agent Readiness

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

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