get-convex/convex-backend

{
  "service_type": "platform",
  "base_url": "https://convex.dev",
  "auth_method": "api_key",
  "auth_config": {
    "api_key_header": "Authorization",
    "api_key_prefix": "Bearer "
  },
  "endpoints": [],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": true,
      "paid_tiers": "Team, Enterprise",
      "billing": "usage-based over free tier"
    }
  },
  "rate_limits": {},
  "capabilities": [
    "database introspection",
    "query execution",
    "schema management",
    "function management",
    "MCP protocol support",
    "full-stack JavaScript/TypeScript development",
    "reactive data synchronization",
    "serverless backend",
    "cloud deployment",
    "local development"
  ],
  "raw_analysis": "Convex is a full-stack development platform that provides a reactive database with live queries and serverless functions, built for web and mobile developers using JavaScript or TypeScript. The platform includes a CLI tool that exposes an MCP server, enabling AI assistants like Claude or Copilot to introspect the database schema, browse functions, and run one-off queries directly. This service registration is essentially a manifest for connecting to Convex's MCP interface, pointing developers to the documented MCP server capabilities. Authenticated via personal or team API tokens, users access their project's data. The platform follows a freemium model with free tier for small projects and paid tiers for scale. The maturity is solid, evidenced by a production-ready backend system, a rich Node.js SDK, and active growth in the developer community. Capabilities include full CRUD operations, transaction support, SQL-like queries through the query builder, and deployment to Convex's cloud infrastructure. The MCP support within the CLI indicates strong DX for AI integration, allowing tools to introspect and interact with development projects.",
  "service_type": "platform",
  "base_url": "https://convex.dev",
  "auth_method": "api_key",
  "auth_config": {
    "api_key_header": "Authorization",
    "api_key_prefix": "Bearer "
  }
}

3/3 tests passed

```json
{
  "overall": 78,
  "dimensions": {
    "token_efficiency": 9.0,
    "first_try_success": 7.5,
    "response_parseability": 7.0,
    "error_clarity": 6.5,
    "doc_quality": 8.5,
    "auth_simplicity": 6.0,
    "latency": 8.0,
    "consistency": 6.5
  },
  "pricing_normalized": {
    "free_tier": true,
    "entry_cost": "$0",
    "billing_model": "Usage-based above free tier",
    "agent_friendly": 8
  },
  "issues": [
    "Requires code deployment to be useful for agents — not a plug-and-play API platform",
    "Value proposition requires backend development knowledge, which adds onboarding friction",
    "Pricing documentation complexity may cause confusion for agents estimating costs",
    "No explicit 'agent-ready' mode or pre-built assistants; agent must write queries/backend code itself",
    "MCP support exists but requires setup — not zero-config"
  ],
  "recommendations": [
    "Provide a pre-built sample agent stack that uses MCP out of the box",
    "Add a visual playground where agents can introspect schemas without writing code",
    "Include a usage-based pricing estimator in docs for agents to compute potential costs",
    "Simplify onboarding with a 'quickstart' that produces a working query in under 3 minutes",
    "Publish latency SLAs and uptime metrics prominently for reliability planning"
  ]
}
```