Server has 9 tools with basic schemas and descriptions, but significant gaps limit production readiness. All tools have descriptions (10-50 chars, mostly short) and input schemas with type definitions. However, descriptions lack actionable context (WHEN to use, prerequisites, side effects). Parameters are minimally described. No output schemas documented. Error handling is absent, no guidance on retryability, recovery steps, or invalid input handling. Tool names follow verb_noun convention (good), but descriptions don't explain dependencies or state-modifying consequences. Composition is reasonable (single responsibility per tool), but missing pagination, result limits, and chaining IDs in responses.

• Add output schemas to all tools. Document the structure of returned data (e.g., 'Returns {device_name: string, status: string, interfaces: [{name: string, status: string, ip: string}]}'). This enables LLMs to plan downstream calls and extract the right fields.
• Expand descriptions to 50-150 chars with actionable context. Example: 'Execute a command on a connected device. Returns raw output. Use parse_command for structured parsing. Requires device to be connected first via connect_device.'
• Add parameter descriptions for optional fields. E.g., 'vrf: VRF name (optional; defaults to global routing table if omitted)' and 'address_family: Address family (e.g., ipv4 unicast, ipv6 unicast; defaults to ipv4 unicast if omitted)'.
• Implement pagination for list/get tools. Add limit (default 20, max 100) and offset/cursor parameters. Return total_count and next_cursor in responses. Document in descriptions: 'Results are paginated; use limit and offset to retrieve large datasets.'
• Add error handling guidance in descriptions. E.g., 'execute_command: Returns error if device is offline (retryable) or command syntax is invalid (user-fixable). Include the error message in the response so the LLM can suggest corrections.'

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

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