The server provides a single, well-structured tool with comprehensive parameter coverage and clear descriptions. The tool name 'localstack-app-inspector' is descriptive but uses a hyphenated noun format rather than the recommended verb-first pattern (e.g., 'inspect-localstack-app' or 'query-app-traces'). The description is detailed and action-oriented, explaining the debugging flow and typical usage patterns. The input schema is extensive with 20+ parameters, most with descriptions and proper type constraints (enums, integers with min/max bounds). However, there are gaps: the output schema is not documented in the visible source, making it unclear what fields the LLM should expect from different actions. Parameter documentation could be tighter, some descriptions mention examples ('e.g. lambda, s3, sqs') which risks LLM hallucination. The schema uses 'optional' fields appropriately and includes pagination support (limit 1-1000, pagination_token), which aligns with best practices.

• Rename tool from 'localstack-app-inspector' to start with a verb. Options: 'query-app-traces', 'inspect-localstack-traces', 'get-app-inspector-data'. This makes intent clear before the LLM reads the description.
• Document the complete output schema for each action. Create a structured description like: 'list-traces returns { traces: [{trace_id, service_name, status, start_time_unix_nano, span_count}], next_cursor, total_count }'. Include this in the tool description or as a separate output schema field.
• Replace example values with formal constraints. Change 'Filter traces or spans by AWS service name, e.g. lambda, s3, sqs' to 'Filter by AWS service name (string, e.g., lambda|s3|sqs|dynamodb)' or better yet, add a service_name_enum parameter with explicit enum values.
• Clarify action-dependent parameter requirements. For each action in the enum, document exactly which parameters are required, optional, and ignored. Example: 'For action=get-trace: trace_id is required, span_id and all filter parameters are ignored.'
• Add error handling and confirmation for destructive actions. Document that delete-traces and delete-spans require explicit confirmation or a --force flag. Return actionable errors like 'Cannot delete trace, trace_id not found. Available trace IDs: trace-001, trace-002. Did you mean to list-traces first?'
• Add pagination limits guidance in the tool description. State that results are capped at the 'limit' parameter (1-1000, default recommended as 50). Note: 'If filtering returns >1000 matches, use pagination_token from prior response to fetch next batch.'