This server has 29 tools with significant quality gaps. Tool names lack consistent verb-noun structure (e.g., 'handleAppReloadSucceeded' vs 'listContexts'). Descriptions are present but minimal (10-50 chars), providing insufficient context for LLM selection. Input schemas exist but are sparse: most parameters lack type constraints, enums, or validation guidance. Event handler tools (16-29) have generic 'event' object parameters with no schema detail. No output schemas documented. Error handling is absent, no recovery guidance, retryability classification, or actionable error messages. Security concerns: no evidence of permission gates, audit logging, or secret injection patterns. Tool composition shows poor separation of concerns (e.g., notification handlers mixing Slack and email logic). Overall, this reads as an early-stage implementation missing production-grade patterns.

• Expand all descriptions to 50-200 characters. Include WHAT the tool does, WHEN to use it, and any prerequisites. Example: 'Create a new context to connect to a Qlik engine. Required before executing methods on objects. Returns context_id for use in subsequent calls.'
• Document output schemas for all tools. Specify returned fields, types, and which IDs are needed for chaining. Example: createContext should return {context_id: string, name: string, status: string}.
• Replace generic 'event' parameters with explicit schemas. Define the event object structure (e.g., {event_type: string, timestamp: string, app_id: string, ...}) so LLMs know what to pass.
• Rename event handlers from 'handle*' to action verbs: 'process_app_reload_event', 'notify_on_maintenance_start', 'log_user_login'. This clarifies intent and helps LLMs select the right tool.
• Add error handling guidance to tool descriptions. Example: 'If context not found, call listContexts() to see available contexts. If connection fails, verify engineUrl and authType are correct.'

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry