Critical gaps across all dimensions. Tool 'initialize' violates MCP protocol (should not be a tool). 'asr_got.query' has minimal description (67 chars, below 100-char baseline) and no output schema documented. 'shutdown' lacks description entirely. No parameter descriptions for any tool. No error handling guidance. No tool annotations. Schemas present but incomplete, missing type constraints, enums, and validation rules. Code shows FastAPI HTTP server but tool definitions are inferred from JSON-RPC handler, not explicit MCP registration.

• Remove 'initialize' from the tool list. MCP clients call initialize as a protocol request, not a tool. If server metadata is needed, expose it via the initialize response or a dedicated resource.
• Add 50-150 character descriptions to all tools. For 'asr_got.query': 'Process a scientific reasoning query using Graph-of-Thoughts methodology. Returns reasoning traces, intermediate graph states, and final conclusions.' For 'shutdown': 'Gracefully shut down the MCP server. Irreversible, use with caution.'
• Document parameter constraints in descriptions. For 'query': 'The scientific reasoning query (string, 10-5000 characters). Describe the problem, constraints, and desired reasoning depth.'
• Define and return output schemas. For 'asr_got.query', document: {reasoning_trace: string[], graph_state: {nodes: [...], edges: [...]}, conclusion: string, confidence: number}. Include this in tool description or as a separate schema reference.
• Add error handling with recovery hints. E.g., 'Query too long (max 5000 chars)' instead of generic 400. For shutdown: 'Server shutdown initiated. Active connections will be closed within 30 seconds.'

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

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