Stoplight

{
  "service_type": "platform",
  "base_url": "https://stoplight.io",
  "auth_method": "none",
  "auth_config": {},
  "endpoints": [],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": "Available with limited features and projects",
      "paid_tiers": "Team and Enterprise plans priced per user/month",
      "enterprise": "Custom pricing with SSO, advanced governance, and support"
    }
  },
  "rate_limits": {},
  "capabilities": [
    "API design and modeling using OpenAPI, JSON Schema, and Markdown",
    "Visual API editor with live preview",
    "Mock servers generated from API specifications",
    "Automated API style guides and linting",
    "Documentation generation and hosting",
    "API governance and design review workflows",
    "Git integration for version control and collaboration",
    "CI/CD pipeline integration",
    "Project and workspace management for teams"
  ],
  "raw_analysis": "Stoplight is a platform for designing, documenting, mocking, and governing APIs. It targets API product managers, developers, and technical writers. The platform provides a visual editor for OpenAPI specifications, supports JSON Schema and Markdown, and enables teams to collaborate on API design with Git-based workflows. It includes hosted documentation, mock servers, style guide enforcement, and governance features. While Stoplight does not offer a broad public REST API for programmatic platform management, it exposes APIs for specific functions like mocking and documentation. Integrations include GitHub, GitLab, Bitbucket, CI/CD tools, and CLI utilities. The service is mature, with a freemium model: a free tier for individuals and small projects, and paid plans for teams and enterprises with advanced features like SSO and enhanced governance. No authentication method is defined here because the primary interface is the web app and Git; API access would require tokens generated within the platform."
}

2/3 tests passed

{
  "overall": 68,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 7.0,
    "response_parseability": 8.5,
    "error_clarity": 6.5,
    "doc_quality": 8.0,
    "auth_simplicity": 7.0,
    "latency": 10.0,
    "consistency": 8.0
  },
  "pricing_normalized": {
    "model": "freemium",
    "free_tier": true,
    "entry_cost": "limited free tier",
    "notes": "Team and Enterprise tiers priced per user/month; enterprise pricing custom. Free tier exists but feature/project limited."
  },
  "issues": [
    "No llms.txt present (404), reducing agent-discoverability of structured docs.",
    "robots.txt uses blanket 'Disallow: /' — could impede legitimate agent/doc crawling.",
    "Auth flow not verifiable from available data; likely email/signup-based rather than agent-friendly magic-link or verified-identity onboarding.",
    "Pricing details are vague ('limited features', 'custom pricing') which complicates agent-side cost estimation.",
    "Marketing site is Webflow-hosted, separate from the product app — potential friction for agents seeking API/docs endpoints."
  ],
  "recommendations": [
    "Publish an llms.txt and a machine-readable OpenAPI/Markdown docs index so agents can self-orient quickly.",
    "Relax or scope robots.txt so that documentation and API reference paths are crawlable.",
    "Offer a magic-link or verified-identity signup (e.g., Sign in with Notlogin) to remove human-in-the-loop onboarding friction for agents.",
    "Provide a public, templated pricing page with explicit limits (projects, users, API calls) instead of 'custom' only.",
    "Ship a first-class public API and CLI so agents can programmatically manage workspaces, specs, and mock servers.",
    "Add a public /status endpoint or status page footprint to make reliability claims verifiable."
  ]
}