Server has 9 tools with basic descriptions but critical gaps in schema visibility and parameter documentation. Tool names follow verb_noun convention (search_records, get_record, create_record, etc.), which is good. However, source code provided does not show explicit input schemas, parameter types, or descriptions for individual parameters. Descriptions are present but generic (e.g., 'Search for records with domain filters, smart field selection, and pagination', 85 chars, below the 194-char baseline). No evidence of output schema documentation. Error handling and recovery guidance are absent. Security considerations (permission gates, audit trails) not visible in provided code. This is a typical community server with functional tools but insufficient LLM-optimization.

• Publish full input schemas (JSON Schema with type, description, enum, minLength, maxLength, pattern for each parameter) in tool definitions. Currently inferred from tool_registry.py but not visible in provided code.
• Expand tool descriptions to 150 - 250 chars. Include WHEN-to-use context: 'Search for records matching criteria (use when you need multiple records; for a single record by ID, use get_record). Supports domain filters, pagination, and field selection.'
• Document output schemas for all tools. E.g., search_records should return {records: [{id, name, ...}], total_count, next_cursor}. Include field types and explain which IDs/references are needed for downstream tool calls.
• Add confirmation/dry-run pattern to delete_record. Return a confirmation token that must be passed to a separate confirm_delete tool, or add a 'dry_run' boolean parameter that returns what would be deleted without executing.
• Implement structured error responses with recovery guidance. E.g., 'Record not found (ID: 123). Try search_records() with a partial name or check the model name.' Categorize as retryable, user-fixable, or fatal.

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

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