Metabase

{
  "service_type": "platform",
  "base_url": "https://www.metabase.com",
  "auth_method": "api_key",
  "auth_config": {
    "header": "X-API-KEY",
    "credentials_location": "header"
  },
  "endpoints": [],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_edition": "Open Source (AGPL), self-hosted, features limited",
      "paid_tiers": ["Starter", "Pro", "Enterprise"],
      "deployment": ["Cloud", "Self-hosted"],
      "details_url": "https://www.metabase.com/pricing.md"
    }
  },
  "rate_limits": {},
  "capabilities": [
    "Self-service business intelligence",
    "Visual query builder for non-technical users",
    "SQL editor for analysts",
    "Natural language querying with Metabot AI",
    "Interactive dashboards with filters, subscriptions, and alerts",
    "Drill-through and click-to-explore analytics",
    "Models and semantic layer for governed reporting",
    "Multi-tenant data sandboxing (paid)",
    "Embedded analytics (modular and full-app, iframe/JS/React SDK)",
    "Custom visualization SDK (@metabase/custom-viz) for React charts",
    "REST API for programmatic integration",
    "MCP server for AI tool integration",
    "Terminal CLI (@metabase/cli) for scripting and agentic workflows",
    "SSO, white-labeling, audit logs, and SLAs in paid editions",
    "Support for over 20 data sources (Postgres, MySQL, BigQuery, Snowflake, Redshift, ClickHouse, Databricks, MongoDB, etc.)",
    "CSV upload and Google Sheets integration",
    "Air-gapped deployment for secure environments",
    "Usage analytics and alerts management"
  ],
  "raw_analysis": "Metabase is a mature, open-source business intelligence platform used by over 100,000 companies. It provides self-service analytics through a visual query builder and natural language AI (Metabot), plus a full SQL editor for analysts. The platform supports dashboards, models, and a semantic layer for governed reporting. Key developer-facing features include a comprehensive REST API (authenticated via API keys), an MCP server for AI integration, a CLI tool, and an embedded analytics SDK for React. It is available in four editions: a free AGPL open-source edition and three paid tiers (Starter, Pro, Enterprise) on cloud or self-hosted, with paid features unlocking via license key. The company targets startups to large enterprises, with compliance (SOC 2, GDPR) and air-gapped options for regulated industries. Its wide data source support and extensibility make it a strong fit for internal BI and customer-facing embedded analytics."
}

3/3 tests passed

```json
{
  "overall": 78,
  "dimensions": {
    "token_efficiency": 8.0,
    "first_try_success": 7.5,
    "response_parseability": 8.5,
    "error_clarity": 7.0,
    "doc_quality": 9.0,
    "auth_simplicity": 7.0,
    "latency": 9.5,
    "consistency": 8.5
  },
  "pricing_normalized": {
    "freemium": true,
    "free_tier": "Open Source self-hosted with limited features",
    "paid_tiers": ["Starter", "Pro", "Enterprise"],
    "deployment_options": ["Cloud", "Self-hosted"]
  },
  "issues": [
    "Pricing details require visiting /pricing.md - not immediately accessible from the main site",
    "Free tier is self-hosted only, which may complicate quick starts for non-technical users",
    "Natural language capabilities (Metabot AI) may require additional setup/config",
    "No mention of built-in authentication options beyond SSO in paid tiers"
  ],
  "recommendations": [
    "Clarify pricing details inline in docs for quicker agent comparison",
    "Provide a hosted free trial to reduce initial setup friction",
    "Document authentication options clearly for all tiers (including free/open-source)",
    "Add quick-start templates for common data sources to accelerate first dashboard"
  ]
}
```