This server has a single tool 'execute_skill_action' with critical definition gaps. The tool has a generic description (58 chars) that does not explain what it does, when to use it, or what it returns. No input schema is visible in the source code, the tool appears to be declared only in a JSON status message with no formal registration. The client.py and example_usage.py files show mock implementations, not actual tool definitions. No parameter descriptions, types, or constraints are present. No output schema is documented. The server does not implement the MCP protocol correctly, it only prints a JSON status message and exits, with no STDIO message loop or proper request/response handling.

• Implement a proper MCP STDIO server with a message loop that reads JSON-RPC requests from stdin and writes responses to stdout. See https://github.com/modelcontextprotocol/python-sdk for reference.
• Define execute_skill_action with a complete JSON Schema input schema including all parameters, their types, descriptions, and constraints. Example: {"type": "object", "properties": {"skill_id": {"type": "string", "description": "The unique identifier of the skill to execute..."}, ...}, "required": ["skill_id"]}
• Expand tool description to 100-200 characters explaining: (1) what the tool does, (2) when to use it vs. other tools, (3) what it returns. Example: 'Execute a registered skill action from the command palette. Use this to trigger workflow automations like generating short links, formatting JSON, or running custom scripts. Returns execution status, latency, and result metadata.'
• Document the output schema with all returned fields, their types, and meanings. Example: {"type": "object", "properties": {"palette_action_id": {"type": "string", "description": "Unique ID of the executed action..."}, "execution_latency_ms": {"type": "integer", "description": "Time in milliseconds..."}, ...}}
• Add parameter descriptions for all inputs. If the tool accepts 'quick_command_query' and 'active_context_window', document what values are valid, what format is expected, and what happens if they are omitted.