The server defines 3 tools with basic schemas and descriptions, but falls short of production quality. All tools have input schemas with type definitions and descriptions, which is a baseline requirement. However, descriptions are minimal (10-33 chars), parameter descriptions lack context about usage and constraints, and there is no documented output schema or pagination support. The tools are read-only and follow a reasonable verb_noun naming pattern, but the definitions lack the depth needed for reliable LLM tool selection and error recovery.

• Expand tool descriptions to 100 - 200 characters, answering: What does it do? When should the LLM call it instead of a similar tool? What does it return? Example: 'Fetch player information from OpenDota including rank, win rate, and recent activity. Use this after search_player to get details on a specific player ID. Returns player profile object.'
• Document the output schema for each tool in its description or as a separate field. Example: 'Returns: {player_id: int, name: string, rank: int, wins: int, losses: int, win_rate: float}'
• Add dependency hints to get_player_by_id and get_player_recent_matches: 'If you only have a player name, call search_player() first to look up their ID.'
• Expand account_id parameter descriptions: 'The unique OpenDota player ID (integer). Look this up using search_player(query=name) if you only have the player name.'
• Add minimum and maximum constraints to numeric parameters. Document limit range for get_player_recent_matches: 'Maximum number of matches to return (1-100, default 5).'
• Document what search_player returns and whether it supports partial name matching: 'Search for players by name. Supports partial name matching (case-insensitive). Returns a list of matching players with their IDs, names, and ranks.'
• Add pagination documentation if get_player_recent_matches returns large result sets. Include an offset/cursor parameter and document how to fetch the next batch.
• Add actionable error messages to all tools. For example, if account_id is not found, return: 'Player not found with ID {account_id}. Try calling search_player(query=name) to find the correct ID.'