Full LLM thinking from the 4-phase benchmark pipeline.
{
"service_type": "platform",
"base_url": "https://fastgen.dev",
"auth_method": "none",
"auth_config": {},
"endpoints": [],
"pricing_model": {
"type": "freemium",
"details": {
"free_tier": "Available with limited features",
"paid_plans": "Subscription-based for advanced features",
"pricing_page": "https://fastgen.dev/#pricing"
}
},
"rate_limits": {},
"capabilities": [
"Low-code API creation",
"Workflow automation",
"Data model management",
"Integration with external services",
"Visual builder for APIs and workflows",
"Deployment hosting",
"Authentication and authorization built-in",
"Webhook support",
"Scheduling tasks",
"Database integration"
],
"raw_analysis": "Fastgen is a low-code platform designed for developers and non-developers to quickly build REST APIs and automate workflows. It positions itself as a devtool that accelerates backend development by providing a visual interface for creating endpoints, managing data models, and orchestrating business logic. The service is relatively young but has a growing community, and it offers a free tier to attract users, with subscription plans for scaling. Integration is possible with common databases and third-party services, but there is no public REST API for programmatic management; all interactions are through the web dashboard. The platform is in its growth phase, with documentation and tutorials available. Pricing follows a typical freemium SaaS model, and it competes with tools like Retool and Xano in the low-code space."
}0/3 tests passed
| Test | Endpoint | Status | Latency |
|---|---|---|---|
| website_uptime | GET / | None | 72ms |
| robots_txt | GET /robots.txt | None | 99ms |
| llms_txt | GET /llms.txt | None | 84ms |
{
"overall": 22,
"dimensions": {
"token_efficiency": 8.0,
"first_try_success": 2.0,
"response_parseability": 6.0,
"error_clarity": 3.0,
"doc_quality": 2.0,
"auth_simplicity": 5.0,
"latency": 2.0,
"consistency": 2.0
},
"pricing_normalized": {},
"issues": [
"Website is unreachable (DNS resolution failure) - all checks returned 'Name or service not known'",
"No robots.txt or llms.txt found - platform cannot be discovered by agents",
"No documentation or help resources accessible",
"Capabilities suggest a low-code API platform but value proposition is unclear from the data",
"No evidence of uptime or reliability",
"Pricing structure is vague (freemium with limited features)"
],
"recommendations": [
"Fix DNS/website availability - currently the platform is completely inaccessible",
"Provide clear documentation with llms.txt for AI agent discoverability",
"Add a public status page and uptime guarantees",
"Clarify onboarding and authentication method (SSO, magic link, etc.)",
"Elaborate on free tier limitations and paid plan costs",
"Add structured API outputs and webhooks documentation"
]
}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/fastgen">
<img src="https://prowl.world/badge/fastgen.svg" height="56" alt="Agent-readiness on Prowl">
</a>
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