The server implements a single well-defined tool 'searchLogs' with a clear action verb, comprehensive parameter schema, and reasonable constraints. The tool name follows verb_noun convention (search_logs → searchLogs in camelCase). Input schema includes type definitions, min/max bounds, regex patterns, and defaults. However, output schema is not documented in the provided code, and the tool description, while adequate, lacks guidance on when to use it versus alternatives or what the response structure contains. The server demonstrates good baseline quality but falls short of A-grade production standards due to missing output documentation and incomplete LLM-guidance in descriptions.

• Document the output schema with field names, types, and descriptions. Specify: are logs returned as an array? What fields does each log contain (timestamp, name, url, customDimensions)? Include pagination info (total count, next_cursor, hasMore) even if not implemented, to guide future expansion.
• Expand tool description to 150 - 250 characters following LLM-optimized format: 'Searches Azure Application Insights request logs. Returns matching log entries with timestamps, request URLs, and custom dimensions. Useful for tracking specific transactions or debugging request patterns. Results are ordered by timestamp (newest first), limited to the specified duration window.'
• Add error handling guidance: 'If no logs match, try broadening the search term or extending the duration. If Azure service is unavailable, wait and retry in 30 seconds. For authentication errors, verify AZURE_CLIENT_ID and AZURE_CLIENT_SECRET.'
• Clarify the searchTerm constraint in description: 'Alphanumeric, hyphens, underscores, and dots only. Searches against request name, URL path, and custom dimension values. Partial matches supported.'
• Reduce duration parameter pattern to strictly match P{n}D or PT{n}H format, or relax with clearer description: 'ISO 8601 duration (e.g., P7D for 7 days, PT2H for 2 hours, P1DT12H for 1.5 days). Maximum 90 days.'
• Add dependency hints: 'Call this when you have a transaction ID, order number, or other identifier. If you only have a partial description, try broadening the search term.' This guides multi-step planning.

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

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