InfraGenius shows moderate infrastructure tool coverage but suffers from inconsistent parameter documentation, missing output schemas, and vague descriptions that do not clearly distinguish between overlapping tools. Tool names are generally clear (verb_noun pattern mostly followed), but parameter descriptions are sparse or missing entirely. No evidence of structured output schema documentation. Error handling guidance is absent. The server implements 12 tools targeting Kubernetes and infrastructure analysis, but definitions lack the rigor needed for reliable LLM invocation. Average tool score: 42/100.

• Document output schema for every tool. Include field names, types, and meanings. Example: 'Returns an object with fields: {pod_name: string, namespace: string, status: enum[Pending|Running|Succeeded|Failed|Unknown], containerStatuses: array}'. This enables LLM to chain tools and extract needed data.
• Formalize enum constraints in input schemas. Move analysis_type, cloud_provider, compliance_framework, and severity values from descriptions into schema enum fields. Validate at API boundary.
• Add pagination parameters (limit: integer 1 - 100 default 20; offset/cursor) to get_pods, get_services, get_deployments, get_events. Document total_count or next_cursor in output schema.
• Expand descriptions for get_* tools to 100 - 200 characters. Explain what fields are returned and when to call each tool. E.g., 'Returns pods in the namespace with fields: pod_name, namespace, status (Pending|Running), createdAt (ISO 8601). Use this before kubernetes_pod_analysis to find a pod by name.'
• Add 'namespace' and 'pod_name' parameters to get_resource_usage and check_cluster_health. Implement limits (default 20) to prevent unbounded result sets. Without parameters, these tools are uncontrollable.
• Document error conditions and recovery paths. For each tool, add: 'If pod is not found, returns 404 with message "Pod <name> not found in namespace <ns>. Call get_pods(namespace) to list available pods." If namespace is invalid, returns 403 with message "Namespace <ns> not found or access denied."'
• Clarify the distinction between analyze_logs (general log analysis), infrastructure_audit (security/compliance), and incident_analysis (post-mortem). Descriptions should state: 'Call analyze_logs for log parsing and troubleshooting. Call infrastructure_audit for security posture and compliance gaps. Call incident_analysis for post-incident review and lessons learned.' This prevents tool confusion.