Single tool 'run_task' has significant structural and documentation deficiencies. Tool is registered with a schema but critical parameter descriptions are missing entirely. The schema object shows properties (profile_id, task, max_steps) but only the top-level tool has a description, individual parameters have no descriptions whatsoever, violating the baseline that 100% of A+ tool params must be described. The tool description is adequate (140 chars, within 10-1024 range) but parameter documentation is completely absent. Input schema lacks type specifications beyond the object level for individual properties, falling short of JSON Schema best practices. No output schema is documented. Error handling in the code returns generic ValueError messages with minimal guidance for LLM recovery. No structured output schema definition. This server exhibits the hallmarks of a rapid prototype rather than production-grade tooling.

• Add detailed descriptions to all three parameters. Example: 'profile_id: The GoLogin profile ID (string, required). Identifies the browser profile to use for the session.' 'task: The task description for the AI agent to execute (string, required). Should be a clear, actionable instruction.' 'max_steps: Maximum number of steps the agent should take before stopping (number, optional, default: 10, range: 1-50).'
• Update inputSchema to include explicit type and description for each property: {"type": "string", "description": "..."} for profile_id and task; {"type": "number", "minimum": 1, "maximum": 50} for max_steps.
• Document the output schema. Specify that the tool returns agent.history as JSON with fields like actions (array of action objects), final_state (object), and execution_time_ms (number). Example: {"type": "object", "properties": {"actions": {"type": "array"}, "final_state": {"type": "object"}, "execution_time_ms": {"type": "number"}}}.
• Implement explicit error classification. Return structured error objects with fields like error_type ('retryable' | 'user_fixable' | 'fatal'), message, and suggestion. Example: {"error_type": "user_fixable", "message": "Missing profile_id", "suggestion": "Provide a valid GoLogin profile_id before retrying."}
• Rename tool from 'run_task' to 'execute_browser_task' or 'run_gologin_browser_task' to better convey what it does.
• Add rate limiting or timeout enforcement. Set max_steps validation to reject values > 100. Add timeout parameter or document a default timeout (e.g., 5 minutes) so runaway tasks don't hang.