Server has 14 tools with consistent naming (verb_noun pattern: k8s_*, minikube_*) and descriptions present for all. However, descriptions are often generic (10-50 chars) and lack actionable context. Input schemas are visible but sparse: most tools have minimal parameters with basic type info. Output schemas are undocumented, responses are free-text markdown strings rather than structured objects. Error handling is minimal (generic 'Error: {error}' messages). No parameter validation guidance, no enum constraints, no pagination support despite list tools. Security concerns: k8s_apply_yaml accepts arbitrary YAML (injection risk), destructive tools (minikube_delete) lack confirmation patterns. Composition is reasonable (single responsibility per tool), but output format (markdown strings) prevents downstream tool chaining.

• Convert all tool responses from markdown strings to structured JSON objects with typed fields (e.g., {nodes: [{name, status, version, cpu, memory}], total: N}). Document output schema for each tool.
• Add pagination to list tools: accept limit (1-100, default 20) and offset/cursor parameters. Return total_count and next_cursor to enable multi-page iteration.
• Implement dry-run mode for k8s_apply_yaml: add optional 'dry_run: bool' parameter. Return what would be created/updated without applying. Require explicit confirmation for actual apply.
• Enhance error messages with recovery guidance: 'Pod not found in namespace default. Available namespaces: kube-system, kube-public. Try listing pods in another namespace.' Categorize errors as retryable vs fatal.
• Add parameter validation and enum constraints: namespace parameter should accept known namespaces or validate format; container_name should be optional with clear guidance on when required; tail_lines should have min/max bounds (1-10000).

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

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