Server has 6 tools with basic descriptions and minimal parameter documentation. All tools lack input schema visibility in provided source, only parameter names and types are inferred from frontend code. Descriptions are present but generic (10-50 chars), below the 50-200 char LLM-optimized baseline. No output schemas documented. Error handling is absent. Tool naming follows verb_noun convention (query_*, create_*, add_*) but lacks clarity on mutual exclusivity and dependencies. No evidence of idempotency, rate limiting, or permission gates. This is a typical community-grade server with significant gaps.

• Add explicit JSON Schema definitions for all tools with type, description, and constraints for every parameter. Example: {"logql": {"type": "string", "description": "LogQL query (e.g., '{job=\"prometheus\"}'). Max 1000 chars.", "maxLength": 1000}}
• Expand tool descriptions to 50-200 chars. Include WHAT (action), WHEN (use case), and WHAT IT RETURNS. Example: 'Query Loki logs to retrieve error traces and performance metrics. Returns matching log entries with timestamps and labels. Use before create_incident to gather context.'
• Document output schemas for each tool. Specify fields, types, and pagination. Example: query_loki_logs returns {results: [{timestamp: string, labels: object, message: string}], total_count: int, next_cursor?: string}
• Add error handling guidance. Categorize errors as retryable/user-fixable/fatal. Example: 'Invalid LogQL: got "{query}", check syntax at https://grafana.com/docs/loki/latest/logql/. Retryable: false.'
• Add tool annotations (readOnlyHint, destructiveHint, idempotentHint) to clarify side effects. Mark query_* as readOnlyHint=true; mark create_* and add_* as destructiveHint=true. Declare idempotency guarantees for create_annotation (if timestamp+text is unique).

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

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