SlopeSniper has 32 tools with significant quality gaps. Most tools lack proper input schemas (cannot verify JSON Schema definitions in source), descriptions are often generic marketing copy rather than LLM-optimized guidance, and parameter documentation is minimal. The server conflates multiple concerns (e.g., solana_trading handles 'ANY crypto/trading request'), violates single-responsibility principle, and exposes sensitive operations without confirmation patterns. No evidence of output schema documentation, error recovery guidance, or idempotent operation markers. Tool names are inconsistent (solana_* prefix mixed with generic names like quick_trade). Critical security issue: setup_wallet and export_wallet handle private keys without clear secret-injection patterns.

• Add explicit JSON Schema definitions to all 32 tools with type, description, and constraint metadata for every parameter. Use enums for constrained values (e.g., strategy: ['conservative', 'balanced', 'aggressive', 'degen']).
• Split solana_trading into focused tools: search_token, get_quote, execute_swap, analyze_token. Each should have a single, clear responsibility.
• Implement server-side secret injection for private keys. Remove setup_wallet and export_wallet parameters that expose credentials. Use environment variables or secure vaults; never pass keys in tool parameters or responses.
• Add confirmation/dry-run patterns to destructive tools. quick_trade and solana_swap_confirm should return a preview with 'confirm_id' requiring a separate confirm_trade(confirm_id) call before execution.
• Document output schemas for all tools. Specify return fields, types, pagination (limit/offset/total_count), and chaining IDs (e.g., mint, symbol, decimals for token lookups; transaction_id for trades).

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

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