Server has 7 tools with mixed quality. Naming follows verb_noun pattern (get_, list_, calculate_) which is good. Descriptions are present for all tools and are action-oriented, averaging 120-180 characters, within the 10-1024 character baseline. However, input schemas show gaps: all tools define parameters with descriptions and types, but there is no visible documentation of OUTPUT schemas for any tool. Parameter descriptions are moderately detailed but lack explicit constraints (enums, ranges, format specs). The calculate_indicators tool has complex multi-parameter configuration that is underspecified. Error handling is not visible in the provided source code, and no recovery guidance is documented. Security considerations around API key injection (CCXT, OKX DEX) are not addressed in the visible code.

• Document output schemas for all 7 tools. Use structured JSON Schema to declare what fields are returned, their types, and what IDs/references are included for chaining. Example: { type: 'object', properties: { exchange: {type: 'string'}, symbol: {type: 'string'}, price: {type: 'number'}, timestamp: {type: 'string', format: 'date-time'} } }
• For calculate_indicators, extract the 158 supported TA-Lib indicators and provide them as an enum or linked reference. Document parameter names for each (e.g., ema.period, macd.fastperiod) and valid ranges.
• Add enum constraints for 'exchange' parameter (e.g., 'binance' | 'coinbase' | 'kraken' | ...) or accept a discovery tool (list_exchanges already provides this, cross-reference it).
• Add enum or string pattern constraint for 'chain_index': document that '1' = Ethereum, '56' = BSC, '43114' = Avalanche, etc., or reference a chain list discovery method.
• For timeframe and bar parameters, declare valid values as enums: '1m' | '5m' | '15m' | '1h' | '4h' | '1d' | etc.
• Add explicit limit bounds to numeric parameters. E.g., limit: 1 - 299 (per OKX DEX max), page_size: 1 - 100, days: 1 - 365.
• Document error scenarios and recovery guidance in each tool description. Example: 'If exchange is invalid, call list_exchanges() to see supported exchanges. If token is not found, try searching with a contract address from a block explorer.'
• Verify and document the secret injection pattern for CCXT and OKX API credentials. Confirm keys are loaded from environment variables (python-dotenv visible in deps) and never exposed as parameters or logged.

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

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