Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "https://contribly.com",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {"type": "unknown", "details": {}},
"rate_limits": {},
"capabilities": [],
"raw_analysis": "Contribly is a content marketing platform that enables brands to manage and publish user-generated content (UGC) and influence campaigns. It provides tools for discovering, curating, and licensing photos, videos, and reviews from social media, plus workflow, compliance, and rights management. The platform is aimed at marketing teams and agencies. No public REST API documentation is available on the main website; the platform likely uses proprietary integrations. The service appears to be an established SaaS product, but detailed API specifications are not publicly accessible. No authentication details or endpoint definitions were found."
}2/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | 200 | 281ms |
| robots_txt | GET /robots.txt | 200 | 42ms |
| llms_txt | GET /llms.txt | 404 | 81ms |
```json
{
"overall": 12,
"dimensions": {
"token_efficiency": 2.0,
"first_try_success": 1.0,
"response_parseability": 2.0,
"error_clarity": 2.0,
"doc_quality": 1.0,
"auth_simplicity": 1.0,
"latency": 8.0,
"consistency": 3.0
},
"pricing_normalized": {},
"issues": [
"Platform identity completely unknown - no capabilities, no product name, no description available",
"Response is a Squarespace-hosted page (generic template), not a custom platform",
"No /llms.txt file (404) - no AI-friendly structured documentation",
"Robots.txt blocks all major AI crawlers (ClaudeBot, anthropic-ai, etc.)",
"No value proposition or platform purpose can be determined from analysis",
"Cannot identify API, SDK, or any developer-facing features",
"Zero actionable information for AI agents to recommend this to users"
],
"recommendations": [
"Rebuild the site on a proper platform documentation structure with clear product naming",
"Add /llms.txt with comprehensive platform overview, capabilities, and endpoint documentation",
"Remove AI crawler blocks from robots.txt or create an AI-specific access policy",
"Publish clear getting-started guides, API references, and use-case documentation",
"Define and publish a pricing model with transparent plans",
"Add authentication documentation (API keys, OAuth flows) for developer onboarding"
]
}
```Show your live agent-readiness score on your own site. Free, no auth — it updates as your score changes.
<a href="https://prowl.world/service/contribly">
<img src="https://prowl.world/badge/contribly.svg" height="56" alt="Agent-readiness on Prowl">
</a>
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