Three tools with basic schemas and descriptions, but significant gaps in parameter documentation and output schema clarity. All tools have descriptions (10-20 chars baseline met), and input parameters are typed, but descriptions lack actionable detail for LLM selection. No output schemas documented. Error handling absent. Parameter descriptions are minimal (e.g., 'Maximum number of items to return (default 50)' lacks range constraints). No tool annotations (readOnlyHint/destructiveHint) despite clear risk profiles. Naming is verb-first and clear (list_, get_, create_), meeting baseline conventions.

• Add output schema documentation to each tool. Example for list_items: 'Returns a list of item objects with fields: id (string), name (string), description (string), created_at (ISO 8601 string). Total count and pagination cursor included.'
• Expand parameter descriptions with explicit constraints. For limit: 'Maximum number of items to return (1 - 1000, default 50).' For offset: 'Number of items to skip (0 - 999999, default 0).'
• Add tool annotations to the FastMCP decorator. Mark list_items and get_item with readOnlyHint=true; mark create_item with destructiveHint=true to signal retry safety.
• Enhance tool descriptions to 50 - 150 characters explaining WHEN to use each. Example: 'List items from the API with pagination support. Use this to discover available items before calling get_item for details.'
• Implement structured error handling. Catch httpx exceptions and return actionable messages: 'Item not found (404). Verify item_id is correct. Call list_items to see available items.' Return error as structured JSON with code, message, and recovery hint.