MyAnonamouse MCP has solid naming conventions (all tools start with action verbs: search_, get_, list_, update_) and comprehensive parameter schemas with types and descriptions. However, tool descriptions are inconsistent in depth, some lack context about when to use them vs. alternatives. Parameter descriptions are present but often minimal (e.g., 'User ID (optional; defaults to current user)' lacks format/range guidance). Output schemas are not documented in the source. Error handling and recovery guidance are absent. The server demonstrates good foundational structure but lacks LLM-optimized descriptions and downstream chaining metadata.

• Document output schemas for all tools. Specify which fields are returned, their types, and which IDs/references are included for chaining. E.g., search_torrents should return [{ torrent_id, hash, title, seeders, leechers, ... }] so LLM knows it can pass torrent_id to get_torrent_details.
• Expand tool descriptions to 100-200 characters, answering: What does it do? When should I call it instead of similar tools? What does it return? E.g., 'Search torrents across all categories with full power search. Use this for broad queries; use get_top_10 for trending torrents in a specific category. Returns paginated list of torrents with IDs, titles, seeders, and metadata.'
• Add format/range guidance to parameter descriptions. E.g., 'User ID (integer, optional; defaults to current user if omitted)' or 'Minimum seeders (integer, 0-1000000; default 0)'.
• Implement error handling with recovery guidance. Return structured errors like { error: 'torrent_not_found', message: 'Torrent ID 12345 not found. Try search_torrents() with a keyword.', retryable: false }.
• Add idempotent/destructive hints to tool definitions. Mark update_seedbox_ip as destructive and clarify whether it is idempotent (safe to retry) or requires confirmation.

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

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