7 tools with basic schemas and descriptions, but significant gaps in parameter documentation and error handling. Tool names follow verb_noun convention (list_, get_, deploy_). Descriptions exist but are brief (avg ~80 chars, below 194-char baseline). Most parameters lack type info in visible schema, only string/integer/boolean noted, no enums or constraints. No output schemas documented. Error handling absent. Security concerns: deploy_service is destructive but has no confirmation pattern. Composition is reasonable (single responsibility per tool), but missing pagination details and response field documentation.

• Document output schema for each tool. E.g., list_servers returns [{server_id: string, server_name: string, status: 'online'|'offline', metadata: {...}}]. Include all fields downstream tools need.
• Add confirmation/dry-run to deploy_service: 'Would deploy service X to server Y. Confirm?' Prevents accidental deployments.
• Constrain numeric parameters: page ≥1, limit 1 - 100 (default 20), days 1 - 365. Add format hints to string params (e.g., 'serviceName: alphanumeric, 1 - 64 chars').
• Document mutual exclusivity in get_deployment_status: 'Pass deploymentId alone, OR serviceName + serverName together. Do not mix.'
• Add error recovery guidance: 'If server not found, call list_servers() to see available servers.' Include per-tool error categories (retryable, user-fixable, fatal).

Inferred effective spec: 2026-07-28+.

• Official extensions adopted: Apps