Promptopia MCP provides complete input schemas for all 7 tools with proper JSON Schema structure and type definitions. Tool names follow verb_noun convention (add_, update_, get_, list_, delete_, apply_). Descriptions are present but brief (10-80 chars), below the 50-200 char LLM-optimized baseline. Parameter descriptions are minimal and lack actionable constraints (e.g., no format specs, ranges, or dependency hints). Output schemas are not documented. Error handling is basic with no recovery guidance. Security considerations for destructive operations (delete_prompt) are absent.

• Expand tool descriptions to 80-150 chars. Example: 'add_prompt' → 'Creates a new prompt template with {{variable}} placeholders. Use this to store reusable prompt patterns. Returns the new prompt ID.'
• Add format and constraint descriptions to parameters. For 'content': 'Template string with variables in {{name}} format. Escape literal braces as \{\{. Max 10,000 chars.' For 'variables': 'Object mapping variable names to string values. All {{name}} placeholders in the template must have corresponding keys.'
• Document output schemas for all tools. Example for get_prompt: '{id: string, name: string, content: string, description: string, created_at: ISO8601, updated_at: ISO8601}'
• Add pagination to list_prompts: accept 'limit' (1-100, default 20) and 'offset' (default 0) parameters. Return {prompts: [...], total: number, has_more: boolean}.
• Add confirmation step to delete_prompt. Return {status: 'pending_confirmation', prompt_id: string, prompt_name: string} and require a confirm_delete tool call with a confirmation token to complete deletion.