MAO presents 27 tools with basic structure but significant quality gaps. Tool naming is action-verb-based and generally clear (create_, list_, get_, update_, delete_, assign_, remove_), which is a strength. However, descriptions are perfunctory (averaging ~40-60 chars, well below the 194-char baseline for A+ tools), parameter annotations lack depth, and output schemas are entirely undocumented. Most parameters have types but minimal guidance on constraints, ranges, or interdependencies. Error handling is absent from all tool definitions, no recovery guidance, no categorization of retryable vs. fatal errors, no actionable error messages. The tool set exhibits poor composition: many tools operate on the same resource types (agents, servers, tools) with overlapping semantics, and critical chaining fields (e.g., agent_id needed by downstream calls) are assumed but not explicitly documented in outputs. Security and audit concerns are present but not surface-level (no visible permission gates, secret injection, or audit trail annotations). The server is an HTTP orchestration platform that exposes agent/server/tool configuration and execution operations, but the MCP interface lacks the semantic richness and error recovery patterns seen in production-grade tools.

• Expand all tool descriptions to 100-200 characters, explicitly stating: what the tool does, when to call it vs. similar tools, and what structure it returns. Example: 'Lists all configured agents with pagination. Use this to discover agent names before calling chat_with_agent or update_agent_by_id. Returns array of {agent_id, name, provider, model_name, running: bool}.'
• Document return types for every tool. Add 'Returns' section to each description or create a separate schema document mapping tool names to output fields. Critical for tools that produce IDs (agent_id, server_id, tool_id) needed by downstream calls.
• Add parameter constraints: specify min/max for numeric params (limit 1 - 100, offset ≥ 0), document enum values for transport type (e.g. 'stdio|sse|streamable_http|websocket'), add regex patterns for agent_name (alphanumeric + underscore), and document mutual exclusivity (e.g. 'agent_id and agent_name are mutually exclusive; provide one').
• Implement error recovery guidance. Replace generic descriptions with actionable ones: 'Deletes an agent and all its assignments. WARNING: irreversible. Consider calling list_agent_tools first to audit impact. Returns error with agent_id if not found, use list_agents to verify it exists.'
• Add dry-run or confirmation support for destructive operations (delete_*). Document a confirmation pattern in tool descriptions or provide separate _preview_ tools (e.g. preview_agent_deletion) to let agents audit impact before committing.
• Consolidate discovery tools. Merge list_agents + list_running_agents into one tool with optional filter parameter (status: 'all|running|stopped'). Same for list_all_servers/tools, reduce cognitive load on LLM selection logic.