Server has 10 tools with basic schemas and descriptions, but significant quality gaps. Most tool descriptions are under 100 chars and lack context on WHEN to use them or WHAT they return. Parameter descriptions are minimal (e.g., 'Component ID (required)' without explaining what a component is or valid formats). No output schemas documented anywhere. Error handling is absent, no guidance on recovery, retryable vs fatal errors, or actionable error messages. Naming is mostly verb-noun compliant, but composition issues exist: nifi_query appears to be a catch-all NLP tool that duplicates functionality of specific tools like process_groups_list and flow_status. No evidence of pagination, result limits, or field-level documentation. Security: no visible input validation, sanitization, or permission checks in the provided code snippets.

• Document output schemas for all tools. For each tool, specify the JSON structure returned, including field names, types, and whether fields are always present. Example: 'Returns {process_group_id: string, name: string, status: "RUNNING"|"STOPPED", component_count: integer}'.
• Expand parameter descriptions to 50 - 150 characters. Include what the parameter controls, valid formats, and how to obtain it. Example: 'component_id: The unique identifier of the NiFi component (processor, funnel, or port). Obtain from process_group_details() or the NiFi UI.'
• Remove nifi_query or redefine it as a discovery tool that lists available operations, not a duplicate of specific tools. If NLP is desired, make it a separate 'ask_nifi_assistant' tool that returns guidance, not raw API results.
• Add error handling guidance to all tools. Document common failure modes (e.g., 'Component not found', 'Invalid component type') and recovery steps. Example: 'If component_id is invalid, call process_group_details() to list available components.'
• Add pagination support to list_connections and process_groups_list. Include limit (default 20, max 100) and offset parameters. Return total_count and next_offset in responses so agents can iterate through large result sets.

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

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