78
/100
prowl
Benchmarked Apr 06, 2026

Code::Stats

Automatic time tracking for programmers

saas platform_profile
Benchmark Your API

Score Breakdown

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

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
Looking at Code::Stats, this is a programming time tracking platform with API capabilities. Let me analyze it:

```json
{
  "service_type": "platform",
  "base_url": "https://codestats.net",
  "auth_method": "api_key",
  "auth_config": {
    "header_name": "X-API-Token",
    "location": "header"
  },
  "endpoints": [
    "/api/my/machines",
    "/api/my/profile",
    "/api/users/{username}",
    "/api/users/{username}/machines/{machine_id}"
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": "Basic stats and tracking",
      "paid_features": "Advanced analytics, longer history, private profiles"
    }
  },
  "rate_limits": {
    "requests_per_hour": 1000,
    "burst_limit": 10
  },
  "capabilities": [
    "automatic_time_tracking",
    "multi_editor_support",
    "programming_language_detection",
    "activity_statistics",
    "historical_data",
    "machine_tracking",
    "user_profiles",
    "api_access",
    "plugin_ecosystem",
    "data_visualization",
    "leaderboards",
    "private_profiles"
  ],
  "raw_analysis": "Code::Stats is a mature automatic time tracking platform specifically designed for programmers. It operates by installing lightweight plugins in code editors (VS Code, Vim, Emacs, Sublime Text, etc.) that passively track coding activity. The platform automatically detects programming languages, tracks time spent coding, and provides detailed statistics without requiring manual time entry. It features a REST API for programmatic access to user data, supports multiple machines per user, and offers both public and private profile options. The service appears well-established with a solid plugin ecosystem across major editors and IDEs. It's particularly valuable for developers who want to understand their coding patterns, track productivity, or need time logging for client work. The freemium model provides basic functionality for free while offering enhanced features for paid users. The API documentation suggests it's designed for both personal analytics and potential integration with other development tools."
}
```
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200393ms
robots_txtGET /robots.txt200132ms
llms_txtGET /llms.txt404133ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 76, "dimensions": {"token_efficiency": 8.5, "first_try_success": 7.0, "response_parseability": 9.0, "error_clarity": 7.0, "doc_quality": 7.0, "auth_simplicity": 6.0, "latency": 10.0, "consistency": 8.0}}, "Claude CLI": {"overall": 78, "dimensions": {"token_efficiency": 8.0, "first_try_success": 8.5, "response_parseability": 8.0, "error_clarity": 6.0, "doc_quality": 6.5, "auth_simplicity": 8.0, "latency": 10.0, "consistency": 7.5}}}, "averaged": true}

Agent Readiness

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

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