The server exposes a single tool 'search' with a moderately well-defined schema. The tool name is action-oriented (search) and the description is clear and substantive (114 chars). However, the parameter descriptions contain example values (an LLM anti-pattern), and there is no documented output schema. The tool performs read-only web search via Gemini Grounded Search. Parameter validation is present in the handler code but not in the schema itself (no min/max for max_token). Overall, this is a functional definition with room for improvement in parameter constraints and output documentation.

• Replace the example value in 'question' description with a formal constraint: 'A complete sentence in natural language, not a space-separated keyword list. Examples of bad input: "red cars", "Python". Examples of good input: "What are the latest advances in quantum computing?"', but better yet, move all examples to parameter documentation or validation error messages.
• Add an 'Output' section to the tool description documenting the JSON structure returned (e.g. 'Returns a JSON object with fields: answer (string), sources (array of {url, title}), confidence (number 0-1)'). This enables LLMs to know what to extract.
• Add min/max bounds to max_token: 'Maximum number of tokens for the response (default: 5000, range: 100 - 100000).' This prevents LLMs from passing nonsensical values.
• Expand thinking_level description: 'Thinking level for the model (optional, overrides server default). MINIMAL: fastest, cheapest. LOW/MEDIUM: balanced. HIGH: slowest, most thorough reasoning. Use LOW or MEDIUM for most queries.'
• Add an enum or pattern constraint to 'question' to reject empty strings or keyword-only input. The code validates this, but the schema should too.
• Document error cases in the tool description: 'May return errors if the question is ambiguous, if Gemini API is unavailable, or if rate limits are exceeded. Retry with a simpler or more specific question if search fails.'

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

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