Critical failures across all dimensions. The server defines 6 tools but exhibits severe duplication (generate_question and generate_response appear 3 times each with identical signatures). No input schemas are visible in the source code, only parameter names and basic type hints. Descriptions are generic and under 20 characters for most tools. No output schemas documented. No error handling guidance. Tool names lack action verbs (generate_question/generate_response are vague; unclear what 'generate' means in context). Parameters lack descriptions explaining their purpose or constraints. No evidence of idempotency, pagination, or composition patterns. The codebase shows a basic interactive CLI loop, not a production MCP server with proper tool registration.

• Define explicit JSON Schema for all tool inputs. Include type, description, and constraints for each parameter. Example: {"user_input": {"type": "string", "description": "The user's research question (1-500 chars)", "minLength": 1, "maxLength": 500}}
• Eliminate duplicate tools. Merge research and webscraping variants into single tools with a 'domain' enum parameter (research|webscraping) or create separate tool namespaces (research_generate_question vs webscraping_generate_question).
• Expand descriptions to 50-200 characters. Include: what the tool does, when to call it, what it returns, and any prerequisites. Example: 'Ask a clarifying question to refine the user's research scope. Call this first to understand their goals before generating a response. Returns a single question string.'
• Document output schemas. Specify that generate_question returns {"question": string} and generate_response returns {"response": string, "sources": [string], "confidence": number}. Include field descriptions.
• Rename tools with clearer verbs. ask_clarifying_question, create_research_response, extract_webpage_data. Avoid 'generate', it's too generic.

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

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