14 tools with inconsistent quality. Most have basic descriptions (10-50 chars) and minimal parameter documentation. Schemas present but sparse: many tools lack type constraints, enums, or ranges. No output schemas documented. Error handling absent. Tool names follow verb_noun pattern but lack clarity on mutual exclusivity (e.g., manage_folders vs batch_manage_folders). Critical gaps: no parameter descriptions for 7+ tools (get_system_log, get_device_statistics, get_folder_statistics, diagnose_network_issues), no enum constraints on format/action parameters, no guidance on when to use similar tools. Composition issues: batch_manage_folders and manage_folders overlap; inspect_folder and inspect_device lack context on what 'detailed information' means.

• Add 50-150 character descriptions to all 7 tools missing them (get_system_log, get_device_statistics, get_folder_statistics, diagnose_network_issues, manage_folders, manage_devices, patch_instance_config). Include WHAT the tool does and WHEN to use it.
• Document output schemas for all tools. Specify returned fields, types, and required keys. Example: get_instance_overview returns {status: string, version: string, uptime_seconds: integer, folders: [{id, name, state}]}.
• Add parameter descriptions for all 'format', 'action', 'mode' parameters. Specify valid enum values, defaults, and when each option is appropriate. Example: 'format: Output format. Use "text" for human-readable summaries, "json" for programmatic parsing. Default: "text".'
• Consolidate manage_folders and batch_manage_folders into a single batch_manage_folders tool. Clarify that manage_devices with action='validate' is a read-only validation, not a write operation.
• Add error handling guidance to patch_instance_config: 'Returns validation errors if patch is invalid. Use dry_run=true to preview changes before applying. Supports rollback via get_config() + patch_instance_config() with prior state.'

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

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