Server has 16 tools with mostly complete schemas and descriptions. Naming follows verb_noun convention (get_*, place_*, edit_*, cancel_*, close_*). Descriptions are present and contextual (avg ~120 chars), exceeding the 10-char minimum but below the 50-200 char LLM-optimized range for several tools. All tools have input schemas with type definitions. However, output schemas are not documented, LLMs cannot predict response structure for chaining. Error handling is minimal; no recovery guidance or categorization. Security is strong (credentials server-side injected, no secrets in params). Tool composition is clean (single responsibility), but some tools lack parameter constraints (e.g., 'resolution' in get_candles accepts free-form strings instead of an enum like '1h'|'1d'|'4h'). Account/trading tools require authentication but lack explicit permission declarations in descriptions.

• Document output schemas for all tools. Example: get_ticker should specify {symbol: string, price: number, volume: number, timestamp: string}. This enables LLMs to chain tools and extract the right fields.
• Convert free-form string parameters to enums where the API has a fixed set of valid values. E.g., resolution in get_candles → enum ['1h', '1d', '4h', '1w']; order_type in place_order → enum ['LIMIT', 'MARKET', 'STOP'].
• Add explicit permission/scope declarations to trading tools. E.g., place_order description: 'Place a new order (requires Trading permission on API key). This is IRREVERSIBLE, confirm intent with user before calling.'
• Implement error categorization and recovery guidance. E.g., 'If order placement fails with "Insufficient balance", call get_balances() to check available funds. If it fails with "Invalid symbol", call get_products() to list valid symbols.'
• Add pagination parameters (limit, offset/cursor) and return total_count to market data tools (get_products, get_candles) to handle large result sets without exhausting context.

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

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