The server implements 26 tools with basic MCP compliance but significant definition quality gaps. Naming follows verb_noun conventions appropriately (get_*, list_*, create_*, etc.), which is positive. However, schema definitions are minimal, input parameters lack detailed type specifications, constraints, and validation guidance. Descriptions exist but are generic and often under 100 characters, offering limited LLM guidance on when/why to use each tool. Critical issues include: (1) No visible output schema documentation for any tool, LLMs cannot predict return structure; (2) Parameters often lack descriptions or type constraints (e.g., 'updates' in update_workflow is defined as 'type:object' with no field guidance); (3) No error handling guidance, tools return raw API errors without recovery hints; (4) Destructive tools (bulk_delete_dashboards, reset_grail_budget_tracker, execute_typescript) lack confirmation patterns or dry-run safeguards; (5) Several parameters accept free-form strings where enums would improve safety (e.g., 'problemType', 'access', 'channel'). The server demonstrates functional tool organization but lacks the polish expected of production-grade tooling.

• Document output schema for every tool. Use JSON Schema to define return types, field names, nested structures, and constraints. Example: 'Returns { problems: [{id: string, title: string, severity: 'critical'|'warning'|'info', timestamp: ISO8601}], total_count: number, next_cursor?: string }'.
• Add confirmation-request pattern to destructive tools. Before executing bulk_delete_dashboards, reset_grail_budget_tracker, or execute_typescript, require a separate confirm_operation(operation_id) call with explicit user/LLM acknowledgment.
• Replace free-form 'updates' parameter in update_workflow with typed, documented fields. Define which workflow properties can be modified (e.g., name, description, enabled, triggers) and include type/constraint for each.
• Convert free-form strings to enums where domain knowledge exists. Example: problemType enum [AVAILABILITY, ERROR, SLOWDOWN, SECURITY], access enum [read, read-write].
• Add error handling guidance to each tool. Document common errors (404, 403, 401, timeout, rate-limit) and what the LLM should do: retry with backoff, ask user for clarification, check scopes/permissions, call a discovery tool first.
• Expand parameter descriptions to 80-150 characters with format, example, and lookup method. Example: 'entityId (string): The monitored entity ID (format: TYPE_ID, e.g., APPLICATION-ABC123). Call find_monitored_entity_by_name() to resolve by display name.'
• Add pagination to list_* tools. Include parameters: limit (1-100, default 20), offset (default 0). Return: total_count, items[], next_cursor (if more results). Document max list sizes in tool description.