Prowl
65/100
prowl
Benchmarked Oct 07, 2026

Cmsaasstarter

A modern SaaS template/boilerplate built with SvelteKit, Tailwind, and Supabase. Includes marketing page, blog, subscriptions, auth, user dashboard, user settings, pricing page, and more.

developerauthai platform_profile
Benchmark Your API

Score Breakdown

Auth Simplicity10/10
Latency9/10
Consistency8/10
Token Efficiency7/10
Documentation6/10
Error Clarity6/10
First-Try Success6/10
Parseability5/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://saasstarter.work",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "unknown",
    "details": {
      "notes": "No public pricing information available from the description; likely a one-time purchase or license-based product for a boilerplate/template."
    }
  },
  "rate_limits": {},
  "capabilities": [
    "SaaS boilerplate/template",
    "SvelteKit frontend",
    "Tailwind CSS styling",
    "Supabase backend and authentication",
    "Marketing landing page",
    "Blog",
    "Subscription billing integration",
    "User authentication",
    "User dashboard",
    "User settings management",
    "Pricing page"
  ],
  "raw_analysis": "Cmsaasstarter (saasstarter.work) is not a standalone cloud service with a public REST API; it is a developer-oriented SaaS template/boilerplate product. It provides a starter codebase built with SvelteKit, Tailwind CSS, and Supabase, aimed at developers who want to quickly bootstrap a SaaS application. The template includes common SaaS components: a marketing page, blog, subscription/billing setup, authentication, user dashboard, user settings, and a pricing page. Because it is distributed as source code rather than exposed as an API service, it does not have its own base URL for API calls, authentication endpoints, or rate limits. Any API capabilities would come from the underlying integrations the developer sets up (e.g., Supabase auth and database, a payment provider like Stripe). Maturity is indicated by the breadth of included features, but no versioning, public roadmap, or community size was provided. Integration points are indirect: developers integrate Supabase directly, and any subscription logic would depend on the chosen payment gateway. The product is clearly aimed at the developer/indie hacker/SaaS builder audience. Category tags (developer, auth, ai) align with its developer tooling nature, though 'ai' is not evident from the description."
}
Execute

2/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200226ms
robots_txtGET /robots.txt200131ms
llms_txtGET /llms.txt40492ms
Interpret
{
  "overall": 65,
  "dimensions": {
    "token_efficiency": 7.0,
    "first_try_success": 6.0,
    "response_parseability": 5.0,
    "error_clarity": 6.0,
    "doc_quality": 6.0,
    "auth_simplicity": 10.0,
    "latency": 9.0,
    "consistency": 7.5
  },
  "pricing_normalized": {
    "model": "unknown",
    "notes": "No public pricing information available; likely a one-time purchase or license-based boilerplate/template."
  },
  "issues": [
    "No llms.txt (404) — missing structured discovery for AI agents",
    "No public pricing information — users/agents can't assess cost upfront",
    "Limited API/structured data surface; primarily a frontend template (SvelteKit)"
  ],
  "recommendations": [
    "Publish a clear pricing page/section to remove friction in evaluation",
    "Add an llms.txt describing the template, stack, and license",
    "Expose a lightweight API or structured export of template metadata for agent ingestion"
  ]
}

Agent Readiness

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

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